{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 随机剪裁"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x21fbd640320>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import cv2\n",
    "from matplotlib import pyplot as plt\n",
    "image = cv2.imread(\"file/000040d66f14ced4cdd18cd95d91800f.png\")\n",
    "image = cv2.cvtColor(image, cv2.COLOR_BGR2RGB)\n",
    "plt.imshow(image)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x21fbd3dfc50>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from albumentations import Compose, RandomResizedCrop\n",
    "compose = Compose([RandomResizedCrop(100, 100)])  # 剪裁大小为100*100\n",
    "image = compose(image=image)['image']\n",
    "plt.imshow(image)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 图像缩放"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x21fbd5f2908>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import cv2\n",
    "from matplotlib import pyplot as plt\n",
    "image = cv2.imread(\"file/000040d66f14ced4cdd18cd95d91800f.png\")\n",
    "image = cv2.cvtColor(image, cv2.COLOR_BGR2RGB)\n",
    "plt.imshow(image)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x21fbd737e48>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from albumentations import Compose, Resize\n",
    "compose = Compose([Resize(100, 100)])  # 缩放大小为100*100\n",
    "image = compose(image=image)['image']\n",
    "plt.imshow(image)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 像素归一化"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x21fbd799160>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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slah8oGcosKpOIw1pRmooN+cc+zNnSzUihcTgB9DQ1J6r5M610fPh/NgcGlozwNEix3RFQajiyFY9N14KBRfPOPr/ibkxbgWcpxo5JHJQ0jp/MKZ82CV945L3cqirHuFEso1IroQPoyKosLyvlDzFwCffUIsLvpoyUtFIOOUmoYhQWS7V0gFySsiOMqkUF0cfKsCyVOSSI1ihrVmisrtr2UnttixhySsqiqRO1op4lBVoc393JAvalFIM+bl3IEmQdNz0Ykm72gM/FCwmXJaSsSym+Cd3Jbo7RvdsvWa1dX5U3MWh0uQGIZ/EoA1dtAZyaAh0RCNiLmiJzyZH6gomPbi7C4Xo89HlcPPJo+XsKTnSU3FopFxMqDgzE4HVUD6pFironJJ7c7YhGdSQIliqIpkoR3CMLjXnLIw/54eIyhFzWypoJSJ/cqAroIi8vKYKLDW8FlIv3VUw2R1TpsLdNmG2ROrBSKmqZb9L/zc9CXK8VHY0GFUZXCjhRZnX66lTkdfnmQyq2LixZlKdwCOtnzFeCgUHmPBRySS1xSECMEUHnz1EioA6h0P3Tpxzig058BQlF7estqEt7cLRj0N+fi9HhA+edmITbwpt/dwCDZJ4WTpZbtUGloYQVQIJSOIJjNqgczP4LfEARpwCYIqnAzZoq9jtTlDUo4eZeV898RnogheoDcA0lVXemSqwuMtBhMBIXmu1C30CUC0CyERNUa+ogKcPNM9RpPuNjlIAS4VojoxSEkizlIW+8JxnIrAaaTd035DMj05QVM+tS6CSctcGFqHLOYeBhCtRhXGpKoJMNNxazHtQHO6O2qb0dGV3NyNsp4KlLUDOyC47tjlNudVagZyNO3Pl3OhS1u62QwR18Wdwg0tZbG60sqfUtNagzi23anOZJdn1tEdzuTfgayO5ILmigns2qTmxnzLEEdKoRLn2c12czvB1g0dwl2pGNHTuWhEzw2HM4WCEXgPdayCzuS6xlimLv3eOyofEiK+qp/LkcIvpwn7WeCkUnIjl2FTV1fPS3QE656UDGhBJfQF1yMY3vyHmmFnrzZMpmevWPEWA2egxFIZeqoXdLbKYPTzfhShyumo1zkCboYOI4I2EP1NJ/Lm4acCkX2an9+gwXTvyYssyAzCF1UtsBu5Eh0hwvLOuFKA9h6yEmgSz+yHo0dLmrqa5a1OZjjhPuqW9DCmiYwNpzXm3+WqRH0VDYOvb3ViuZ7iBkIjoOcBYuasa1Qzu1sqotBQVpoAYHQ6l6mg7+bN1JO9GphQoI7wAms+P0RSI8i+OMaI/5kYaWnGZdr4xuzGpYkpUG3PuTN45j+O6tdqQVIMmiX0A2/yZrjHRukjwX/bOGkamtmrlb4MMjXRQobBr/LXi28ax4tDcaFTU+GJUK4hVJlDxhysN8X2kfa4Ho2PoWQb5RNxv5NlfNF4KBQffmCUNYXdWDeD5NI7+NVdUldE/TwkZCG0AK54pFM2gSCLo4MQxkzYFguzWC9UFKkkUBIa1dySkrScrE0FRCQrfhQIqHcZ3rs2fN5l7M88zSiog9l+GsqtxDugC8L2PrfLoMqxTRrBy5ce8p5z750op9p5QLK2ueSEfK35TdUhGFTDooIBtGJuKKMMhB9Nz42w035BNFYt6yovPO929QF7avOzNouxcW0a5m88JmqG5lJJFVKnw4UhKG9QDVa0uqzQLsCLG/9YhCWFMa4p5ywXTNGE/78NrIBFvVSYJRawUL2OQFRlK62BcpyRxGXreqOVSXIHqUIJmSkyJ79zaV0d8oAsZhsK8GxrO5N4SQQbLtaye2hK6Ox0wcMnNE6JzhiUbt0ERSXherbq34twhyy1jXx9RCOQ2oZaiM6a0fNZ4adJEAAT3Qn4sJRbVDiQ5ELB1KiUsTHL6gMLRw8rJF5vkmhOTwx8iOd5rXmYw0icycAv+fTOIDsW5wejyNA3lRheZxB6RAglbqMFxCmXwhU70Az1pmIrGStEAIkSqxTACrSOe4BMHFGnPbBFjutZEYaNFtXkVTycwAtmy1z1HaVCaJO8p6MLntqzZeG9G92qtxhfl5JG54fl4z2ylYdYkAfFcRotL5E4JYKVssEg856GFHAmSWC7flOydPVklEFgCQu7oIcC5VkstGtI0WjP3E30jJhFToE1DHkmJzIvlBoaxcXcZnhOX1NN+yITxHs0UpHGN1ateNBQ155AIu7lLCRg/uXI5B2MXgRvm42mnHoKHhCF/cnzcNyyjXNqC1oY0ruAlzStpnridkucLZqY1abwLfL/SFeV+0GZ7cJSn5gaHpZFU7AIEl/1p4+VAcGJlI00Vba5oOvd0EGV0k+HkbsXmee6aPhBVV3JBmHv+jLkZGspJgFVZVvOaV96Xrs7oko2b31zdnrIBt0SSkitJ5/PYlcTJZetCwn/7V6l8ErnIhFJcQefOT1HZYBBg0W7tcraa2EhgzaVDer4nFG1pUeB+jI4tqmfIqbahxKo1lJzDKq+TrHWNLOmCJEFWT1/x9VH/eVvQazDH6Djfz5IRY+Nq9fpQdMTXXWoPAGh3m1N25ObrzFdMKWFxzsyqFWRQdn43upcwZGg0RYpMfCZBBzflCCrI9TRGjpOnNFhQLDOVpjUsrXe/GV1zEUQahKK7vKOhV20obgCs3tbz8ZpEjae53cwYMCOJofKmeRMK9TI/rkHJ9s6ViC7QtYYC7UEETwp2T6ZhQKDeOWReZuSckJK7/SGR3QCzrJI5nGN2hCQLehHhChBA6LPGy6HgMFhTDygEPHUSPjZh6miH/A2VES0MKx8Iq3u0DR3V+TXEo4RJLApH4MOJJSoYF9mUynpDR0F/6S1oAnkMqFJdadClNkRgwtVRmJWi2L/9HWonVEd3sIKItnNvx+4SUV/zpFqzynQ5upLrOYLkCpnB34Zse0Y0m9cEzpyBfi8AheQ+N2VKEEezrVWLTotg2uxWz2q2pWfem8KyvL3m301JvDWSW30AcCRIdJuSBZ2oCLR1ZGIvTn63xaYhjtpuNlD1etNh7aFDmZrzlCy3U1UojSVd3SHxNXIutYEtMJrPOdHUyJ2FN4OujICeikPlupbBzr8tXmnDtQmb7e6IpYj0+uxA7mKfJ9VBXjUCZb5XKDPJ950C0KWi+vszZ7L5pJr7DQgUU87uSHni00CN8PkbNBD4yEWb4XXOFZ+j3fCSKDjjJBxxeboCgMFqICz5yCvRAqTiKMk5C1o9CgMtQizG4F7BrQ6R1ToZ1aKemjr6MAuLQJ1B9ktXypbD5lnXA9KhVZty6QmZdknjDtHLyUZXC0BwrHN1jsn7z6l0LkRVTXCHRGdGmFl+JOJdRpp6WRuRX3busLoydiEU6fsER73TtF/T3o9oNyGJ1z/C+uAZEjcEoL6p2YFkTDodR4Jg0RZpFNEmyZGs+iZn/zcGDXiZ5kqIkTdQgWL08jv/ZPdErFVytzyUSBe5UAYkClhWZQm9fc6Grwxuqv0/K2eyByKoUChLTAmhK9qj6uyEQoXeZT3njKXWUIqZbYcq+Vsqc0dervBSTl3ZDYpj5AP9B6t/KxQt9tTY/YU10z2CD7WAnHoScCjyhHhOKnrm+AVgMV7EjWbDZtpAWxsM7IvHS6HgaFWQxHKjhmZ32YXfC1Zs7gKxuRUzbQZog9Z16UpfTFNZdZjAgPrwAu6knqypQVq7qgyXIUnCXBdTMOQIuKAeHAghTBkl5xBIKmkGJwB0ZErt6c89L3MINr/Hdj+V4XEx/smK2x0NekNMm9fhmujpLA5RQ+lElcCwYYJT9LrdhYS1C2qSFAhptMK8gQJIpQAeRGlQ5CQwNe70QDZrXCJ1pkLGyJ7AFbIpDrpNvs+jbtdQXH8/osClVkw5O2WweGmduUxZ1pSFsMhfFfv5EAomp4QW7hjCwFmutBshNTSbXbkh0e1iT7fBIxFzz6sbZJMVm9uxLpSfVZuR+HfvF8j7uMKBF8ArU3zMADJiz3kyRdOwLC0oGog3H6XBCG8nexS4hrGOBGgaYDH+zpT0sPqDcafxMCeESG6QFlvMoDEMqAw11Lyqo0tVj7pyTT5jvBQKDgCKOHekTMbNaK1imZ3MdHQ2bsi6LAA8apOSZWEP1i/QRRJ6ZNEShopm5AEAt7KMxHonBohgShnc0c8RtixhGdAau32QJ4R4PpsqhGiF3A2vO0SjsCgg3tUi5SgRs9cx61tr64gSFslTAE1YcQF309V5NJs/qF03pYQ2L6v35yaHKtooYMPmkyRuTQVTKVZIntdkL7uJhPtC3ie5m9GYfmFEPJFPpw1YEG484rJUNF0gUKTsWf+1YSoF7A9IRFRrizQbQxTwaLtXDgwleIAjaxhKTnSpHepZWyqCvZEiGFKXVL2WFVDvPyjo7j8Vdec5vbZykD0qljGfMXIXhUqn/9uomcEFdkO3LNUbAThtop3EpzJIpRfhE8WOqUSmWEwaAIQsQXVI8UEYXDN23RgrmBhvsi3OQ6v4XpWe8mOo04xyG/NIg1Ya9mV8PjuQWKPNF42XQ8ERxWC9mEE+ptRzw9DTAiRaHzcIzQcG98LJyR5Wb6vGjewaygxrjuQBDq2WiKv+PBFW989RINmyu1Ur06IrLO5CUukF3wWikO7isVKCKTLkCpv2jhpUrqLewqgUqLuBJOZZi2uxPgXz1GurUSYTXOBY1hVzYjltma19xLs2CHPM4CaXZLz9/jk+Eo5iVC37PXvXFbe8dD1SETQ2YmwNaUqWkqNAgwn+Zsp459HbSCL4q7/6Afbzglw8hUckamiZdMzCf5L1rMG1zipG8NMQhsy4PI1Ki++aU0F1igP0IlxxUhFlR5qFbcpjvfCCjdoV62iILTWlp7NAOooyo53j/UYlLAJPrnS+ihSAUwjN95ikoaGoZw5kjxKvA0b++P6oTun34AmVoytZFz2LaNIV9bI1UUfq5NtIpTDZmwaU9JIrTLrp+chwrgJigpXsvmi8HGki0l1IwCZ/qQsaLCwssJwp9lBr0Siycw+qnZS0MiRDIdGZRLymUjW+14euJmqz3ZhguCtshOuah5BBMaRBaCwsbhnnPYHWhVy6e9XQhZeRNSObyWWYy9ZnpVv7sedZT2FQ32hWQ4qmSIze6rpNUt/Y6uH+IenySNmN6SQkeSng6sqXzxPhfjc6lqox9OiHgemcs3W51d6i3Sx6j9pZ5Fvx2r0d3nvrDLt8jfPtgl/95s/hzTdfA4YkZHsTrBBIROEdPZNSsDZXuopIZp9/jlUEXhImT8/ReN6eGtH5SC/Z8v5maD0fsPkZDWsUh3D5FL31N5PExRFtY60vENn/nM/oID3gmDjzQHVotWRnP6R8ZHho/Adagkrb1rj36Rv3yihTbE1WoTgsC1qtmOc5DJiqYj7MVn5IBStepRSG0r0KR/TjvmnupYxzDXfR3dzgs8ZLoeAUbL7om7+ydxTcEtBNkmhrE62+pbdSYavwlDMkC8B0gdSTYIEevGD7m4Qxy18x7/cdsnsTwZR66J2f62QwfTfnBvx9FGuXg9aQpKnAggu1Wqdioi5JyYVvvdk4JCeUnPxAGUSSb3a+ifxlKdNqE0PEc7BS92t5zeRoU7kRe/5eW+oKvbozGW5u8uuXUsAec9YmJ6NMJQ4MYZqMakNdPMUHgMWCNRBedUT03ruP8MEH70BbxTI3LHVGkorf+PCb+NpXv4SF7r9fhSVhgLubxeo9kSxqGIqcbZPgtbPJXNkifR6ZLN1gfezGSJ8IggxnBNzWvnmxfEexnDC6wNa8oDitYi3Kec4CDTLdRklsWeQuu79cU0u4RrLPSLbE2pTToJB6DqB5SF6pkhIg7h57lcu89JZb2SPXVqcs0UnF+YagPIg4oRJnSJTUDb4kCd6WqVh9/qT3KQSDUvQ1hs+kHK3BkjglFZye75PPQXAvhYtK/qRHYtZIItCdamSh0wpbsbMLmNfDCBDRIW7MXhlBnk0DWhvC50I6QoHDd8P3q2c55mKq51qlo2e239nfgTKd9yvJ2moLBNM0xQEgY+SX83DcMDMQz+o5+s+j2++QesDrlVJQYcgre0oJo1fDwyPSXsQ6z9LVA/opWUQoynkBohrgufn2hYmfDfWordn5DUiGjpal4a237uCtN+8AqDg7O0eShGSfoKoAACAASURBVLJJ2O4mTBn49q/+IpbW8Md/+pfYlRzyQBdbxGSgOT9I1DKm+lCu+C6cw+NI8YjCY4rQI8Ch8DG6jUOtZCgZr3xpLdAPuTd+npylTWVaPQ8DQWOJYV+PgWIJnhlBxBPJ8XdM8WjqFSKe3qTDPPB9mzZI67LG343ywP0UChG9g/Eqm0GsLLPkYjW9wzOPOXc1chvF+etONjNSD2DVLPRF46VBcLGQx6R/Nn9cPPeJL04XgblvzTuFjrwd0NHNCLNH7sNye7r7Wb2ulM0g2VNM1Xq30SQvizd49KaITRAZ2J82Ss5es6qr8P+n8QzHCmzM31uWJQSVbvgoeMxAJ7pdCW5TJF27AlRyCUBOZei7N6YV6HMb3tVbPAfduI746EAZIlXtqJu/hzqSagmoDR+89yZev3eKm4snyLAEz9vbW4gaP1OmgpwFv/2bv46f/9r7qFodmXju3sBxAT0YVIZegnx+BpOCHmlrhXLsso/zuHI3tSeBj7/jvDDAdLzOzPqnAuT8Huehjd9JKWGapvicDt8d3w06UA/aZZrdTjrfrT3dCYY+V7xh6typAKvv8fOMto8KO97R5zMXbw2VJOqqWapFnnllgACjqlo7Mjr2HnD3/7PGS4HgoMax5VK87KV1a9Z6RwEIUNCjZjY8ugSs+ISUEooXzHOQbK6tWrpIEJ9ucaWTmgw89CiiJ49KsAa9C7EjBYcokWCc3NXpHIeG0MFdCYFgfzi4k0VXoqfHmBJM3QrDzklQCiwv7l4EN1hrNawzz7sclU72tIilVmQ/iMw6d5hbz0Tk2hyZhRcugfrMpSng4TpKZSZMv3H3sbWe18QqEpH42cSyLAAPH76Odx+9gevrK9xcXWK/Pxh/NB1gGfMJNzc3mDYTbi+e4dd/5RdwfX2LH/7gk7hfpxIcncM3iNd0opKoH0rVXJZEbM7qskSAKnkUsC41iG1xnix4x2HTd8TqQQ7lSVXBmvYUDiCaLESAg+ulIThmYIKCWiuy0TuIzh1qCmAMYsS5ERgQtK9VcvlnnmhsTX+3lL0/ILrHEwZ3qAYScVwg6zOHVXsnE659KGXtRpy16LVVcIKOg0FqD9yF8jPGS4HgzEXtmdLgBDgXQa5EG6I5n0IjHYATliQNiK13/SCkVYcQ2aOvAN0/Wxjm7iSx0454cDNRCF0MqGJyZcxBpJS9PbOlbKwTYXtbdrsG+TooUyqSuzAdwQl6W6JwU1UjMbd4GRWVG9EdCWt1yyAilpcG56BSb9i4LDUaFJpx9LQJ7XWjoMs1jNq6qzVGZLnBahuUmSORlNlphV6hYLvZIOeM1x/cwaO3H+Dm5gqSC5ASLq8uMS8LlqrYnpxAcsb+sMeyLNgfKi6vr/Hrv/ZL7r24Mqoayo2IAugRTyQY3+juHlwxEK2OHkAEMrRn1VMGoGs0xM/TgI2kfnL3fFmWCJQVX0MqvVBS8uKUER6tyZ/55vF7dCQ3Ru3HYBrlfAyWcE+o88OVQZHBG7B8UCrFgfsSRtI9Ml57ieDxvhDp/C7lOd7Ta1Vz8bmVzj1nP6A63oO6Acw1/VvAwdHWrzYR0Zuk1WQzxO+kHErppUaBnnx3MtO9OYIQF0aARCzPZXQXECSQx0il/axqd8touWnNuKGbR8TC3Z39vrRQqj01xY/9A/Cc4iBi4rOXAVUmJD91qYXSFhEjgGs1Xm/YpJKs1XmlW0/r5zxjzL8jRXKg8SzSM9fZ8PIYqTDnLFBtTpjoGoFBI58D73nHvKgsCfvDgtPTgi+99yb2t1fWOWSTcHp+DgDIZYPdSYbkglwmXF1dYV5+iLfefoj5ULA72eAf/Du/i//hf/xDQ2XJ5lnd3TSlQSpMo+07Zca7poVxzeh8V7iILm+t9pb4tb6gjjalPq/aOa+RD+W1FQgk08QVkMK69g5GjblnlmQrgSINYfuhLUTzIsMakY7pWQZjy3+WPOWcI80EiduHHXqsFTy7BZcyOQjoCHA0Yr2f3jozgbIUe0g67cJGAixnS5pin9r69TLM0BgvuP6LxkuB4DAuGnyDOx8nsLrMsD7o4W8guOGVoPG1WThN2D2mSlDgOuJgy5tuIc36yOr6LGWicBI9Mf2kv5JE+kf09vJIJrST3P0cy/Wf2trQapxcjj1zTl0AOjr0Q1gG1FCrpdZQLFISZIEd2+eTRwu7rmddvzO/O3KZ4RZRmTsq4bOuahS1RSffWr3oTch/zQAqvvSld4A2e8DBIsSb7QkklZiHm6sbXF9cIClw+eQaWmecn+0gteG1+6f4lV/+JbTa0Trzu3qXD1MgST1CJwnlaB7D5XcKobUe5eMfOUbmOrSigmKuFbWRG+1E+oq/8+J3k6PhRCpXrmyfxGsznQSOgFgxk1yJIUvP31SmnHS0gwFZq6rlyrk8stN0qwvqskT+Gt3TQHI5r44EYCoM52+cEwH6uagyuM3DXK8Mw5FRZeVELhZJZZSeaO6YH/208ZIgOCuDOj3dYZ4XLLPn46DBotV9caCMkMJ7qnVF1Zx4pKsJsDAXmPIUofboSECOxXO9dKnD8zRTPtlKVQD3SgDwSDuohuG0PKte8wnYidc9YbPXnjYSveT/FJESEM00/dlb6u10SvKSsWpNA6uatWvNi5phpz0Ba+GZsqEZOAfj26wjT0ZYU7Zusr4Jcvb3TKSZBCkVL/xH35JEkqkfyrOghfKngrfOIfCUggxBAqYtvvGLX8G2KG6vF68yyNhsd2h1xnI4AOK1msuMv3z8BA9eew337z1AxoTNpmB7fo6nlxf48Nu/iO985y/x+OlTR1oJKXeuhiic7Y0g4srWjI/OVoZUtUGqGySuubtk2ixgkHyOmyudaJufk1dXABCiJ0FbGi9kCjMhWDmbJT9NrvWSM2YCUL4n1hgT3dSKk/MzD8DAE5+t40lrvftI09ZTr1wnJAIKdgJp/TyMZgKN3Fyhk0tOtg6JiMoRWyZa9rlguSPLh6zvHkxWVEKJq8vRqnh/CORYJVGKQIRAMLfmz0xj89lK7uVAcD6WhUmbPRLGnLFoSy79IGaRjpwUDCyU6H5AFzBISyAmMUmf7Oat0amAOAjVR6QSigmIVtRMW2Fia/Ttqi0QRFzbkUUvau9VBbwH89nyVHpuG12AxrpcG3GmqAPIFx2cTW5OFVGqNgZfyN/xZyKmjGY/ulC9bpEnJfELLJAOjoSuuE8iAxVsu+3Eic1hsdOv3nrjLs52E/ZXV7h6+gw319eYDwfcXF1jf3PAUhsur66h1WqD33jrTdy9fw9vPnwD+/kWl5c3uLi8RskbbCbB7/3bv4261OAozU2UWKfVqWyt10mqauQNchJGzjNah/t7MXKuSdAEEViy91Y3pIBW2PwJy5c8oZW34ee19SoGdFRIzm5ljNBLoW6vrq3yw4MgJOlH7k0cDVrtr7qi7oaNaI/E5YoDVDeMcEPcOmIn4DDO1mS65+BxByEiuN2L8iBYa36UpaH28ZkJQkKEiUrdQDPXLk6h+5TxUig4SwbMmOeKxXt+xSLpEFHUntMFoCfEYnBdo79Vz6LfbreDIukLg3D3JE7oVoyuayc7xzy0pS6IU36OSVXph47EglDpaE8lsb2uq+cf79Ng1RxzNQFf/G/lZlNvZQTjczIjrcz89nfjSfCRMT+keHAThyCj84/k/dRdNSjJ7tqhrLtaY7oJn78T5ANZnUtY62U+YLud8M6b9/Cjv/oeri8vvXfZZK4WYKkEItjttkgCPLu6wuXNDTa7HXIpOLtzF7vTE5Rtwbwc8PjxU3zly+/gw2//KubDHIal1uepCRpBok+mkvAdehspRBlfpHDA+VMaOEjIKOujK9MbtJ99YdFnyxgwY0IsbfM7TZOjv5E66Gk+TA3iMI7TUCCTiJdl8UDVwOv6c0pKyCXHv8foJIhQXYbB/Ea/7pgBoO52xBGMahI8BhJU/RwURSj0iO4P8jK+z5ijR8AwpsHw/oAlEZP2+KzxUig4wkzX99HB16Ju47mJKfiUmCQFWEMoA49nE2sKkkm0FOwxpyZ4ObtBJGsGj6PrHC8qI20N8GhdHSwvQNdt4B0Y9YEXZfsZquy/FnmAA5/FCg7mn0Xb9UEpRYffSoHoCpudN2jxbWYRKQglZyep67qDqjCai+CnyNX0iPVQpkb3JnikjpBzKcEv1dbcJbH33mwmfPUr7+Hi6WPklLFUxcn5OU7PziBeTG1dcRsuLp7g6vIZ7t+/j/M7d3B7e8APfvhDsCGHCHB2eoosG3z00Q/wW7/1d/Hw4VvuQPvGql2xExmNCg8whUrFUJclIqu2NpYispmm6LSbJdmpavPSm0C4MnIH3J5R/BDjwgqGXnmjIXsInlDR87/4WQB+gDJL0LioHhUXRESx1gVoQ2Q/ZXvmgfuKedFeJhau+LCGrTUclhmLNj9hzXvUaa/OMeTWERc5U7YyWpbFUDUNh+/lUZYZXWV6TARYwlsT8BjFADxApAR92viJFJyI/LmI/B8i8r+LyP/qP3tNRP5QRP7E/37weddZTc5Sowymes1pWDEiNCqyIZSvCpSUQ/nRtRDANhb9+qMUgI6w6BaLBxnbyhqFkgWirGSN7HoqydKsUyt5KYiEyx198v0dIuwPz4MD893EGwvQDdBAEkUStpvtCl2urJ5q9N7nNfncAkertUGaRiUC/LOdp/H3rsblMBo/ErwUvkAF4XrXcFHGeTM30a779a9/DSfbjFIm5LJFKlbSVQHkMqFst8jbLeb9giTFGmPWZnyT50DNhwVQweF6j5ubW/eDMjbbCb/zO79pEcZpopB1TeLufDeK9qzwOUrDWooHt7jh62LUA5YBtRbLryP/ymAAxDplJAjmecF+PnQXMKd1YIqIGBotjMa8SEme8J6TJZXD01BcxpleRLevTF2hRbkX0z/8dqQ6UjQIMANIukLVPAP7I7FnMmXeUSzLJ00+mPYRvn8cuMPIa04pXnvUAaQ0cumBhNaa0SWtRg6lau9G/XnjbwLB/Y6qflNVv+X//icA/oWqfg3Av/B/f+Yg1BYXiOOHX0VgYNofmQS2R3VY4ZCe/z6AFY91fCoRrSjz4+jS8Pc9t24o44nLm/oQMatrTQIUkr3yolWgtUBDbNH9Im4vDu6FYIxWUolV5872hz1ub29iY1rtrbnrktnzDOtyF3IlYhsyTzxG0Z59TMTlz0AlNkRYOSc88o0xWol1JN8CVyq9S4Q1Udjj/r17ePTwLkop2J2eomwK7ty7B8kF03YHFcvZa62hbDa4c/8eppMt9vs9Si7Y7XZIOePq5hofffRDXFxcYT7MKKXge9//Pj75+GN88MFDfOlL72CeF0zT5AEHRw3ZcruIQHqE0LqwWEeAnmgbSM/piN65ZKg4gPRWQpAoG+P3Ob80RNndwObpIHS/4mzUcGmHGmpwXRByujK8/h6AKajDMneKI1p7dQQ55Yw8ei3oDTLDHR8oDaKl4DBVVwaP10juIndOtwOJcU6YXhQG0/PgxjxQeikl9db/Izf3eZUMX4SL+g8B/FP/738K4B997jccQVlUqk/c6B5ysrMklCQokI7Klhq95OhyjGkg5PI4ltpr7kafP5Bj67WU/DMKNC0Nn42pALHYjhZyyhYt9NY1DXYCEiO5gKNAF7LEf2cvtSJ158+2Qmzoz9+GTWG/sw2QSonzBKIwPqWVANsceYBAYY0HnAYoQ+fhkUT3B/d1cW4ouD/4czn5OyYtp4wkE771K7+Ai8efoLYFaTOhbCYkEWynDXJKdhpVLthsN7hz9y7Ozu9gtzvFvQcPMG22uL3dY7PdIaWE09MzzHXBbrdDKQWvP3iA6+sbXF8+wz/69/9d7HZbSHKUJXamaTcqLE5fy0IEhF7AU3H+GMRqdqFAP+KGJIIqsX7kTG30el6Ececfcm2B8DwAoKpA9Q7HrQfegj5xYxwKncqEGF574CJST+gp1RYyRsUz8qn8HJ99DFAA6IoKHRSM1QpjdJSKeAwq4NgADCkv9JCovKlEyYN/1vhJFZwC+F9E5H8Tkd/3n72tqt/3h/0+gLc+9yrCfKmh33vTlRUEej+1eV6CvNTas7Z5nbGCIV40+k91HmpUYORGAImuryHoHvkjl6GuDOLajpisEYAf2dxYnANXxOwRl0Lh8ffNYbegt1SnS8QSnlCE/p48bGRMFla/D4/sA89xEDmai7T6246wkx5QAKx6gISwuxlUtHxuE1JzWVLK4YII58ORi8eNscwVP/f1ryDLDJbX7bYnABKmaQcgIU8Tpu0WebNBnjaYNhNysmqHaTtZhYkIDvs9UspYWsXde/eQJzu06PTkxAMuGbvdhA8//BUshwN0IcI34ltjTTKy5GgBn7MFZpToiErb16hh6J3WANQW0Xi47Blf6o7ggPQdfHUe0KOyDPhUT7xld5E4pyE4KPscDzg/3t2dy14b5eDs6B4TAXGPHdWlYtgX2oymiLQMvzepDpPZ5GC9B53GyG939Vnh0tuXRXCwdl58RKKjdzfKLPzn4Qp/yvhJ8+B+Q1W/JyJvAfhDEfmXP+4XXSH+PmBnLfrPIBBUtbYoYxQpolzSuzEANqmEzkurIbx1yDiPU3lSDreJE8ZDlSFMTOzHvNEikV+D9mz30cVlxjdgwmU8RQnO0BJaveQpeR2if5Y97ACJE5tolc2tUzBzbZqmcIGI3LwfwGDplrieuPXPnmNFK75yjV3Rp8zDcuxnUzKuJ4l13M2+DuHWlX4QiWgXstW8+iZUtXyzB6/tcO+84OryEruTUyy1YTnscdjf4vzuA6A0r7zorb6fPX2MZT7g5PQc23QKRcPBz4ydymRopVjT0c1mg9vrazx9/BTy+utY6oJf+9Y38Md/8qf4wQ+e+Lr3WkcVa5XVPF3EMv17w1EV44TZp4wGL5RBa0AayvlSWrtlWFMRIhZA034KtPFKPPBYEuCdW8wTsNzOMbdy9ETi6MDMe3neqJctCobut3Debnj2UnogigqFaD2DHHFI/6plFNidl89E+ZO1B8Zk+ECjTl9YAM33Fnu7DR1oKOejrHKPRR4qiE4/ffxECE5Vv+d/fwTgnwH4NoAfiMgjn4hHAD76lO/+gap+S1W/FSF5z7eZpikg6vEhxg1tRfyOMNkmGeFCMA2AghWbe3A94rpOZo48Gy0ro4NIsuLy+N0Rxoc7Fq5mn2JyIf3c05gLuH/a3WqvzyM6HN/TUhVM0WaVdUQVA2eknhs1uF7dra6rtIPx8A773Wy8pgt/82tBEWkc1gesu+vH3M0YCau14e/8/FewycDN1Q0O+9kP7dlju9ugwQr/x/y8w+0el8+e4eTkJDoMH/aHqGk9HA4AFPvbAw6HA55dXGBuDZc3N/j48Se42d+iLTN++7d+A7eHPSTn4Gp7na6u1lFkaMZQewTa0GovCzTFbpt2XuaVnIbxbWuqBBgSvof1ZFTbyHWTex5AxAoSu06XF8ocI/GhINFL44rXRY/uKmW7tx6XlTsaOaQ+xFH9seva3e/Vnl7JKEekezS6q4QNnXvGYKTJ1zJANu6jY1lePcALxr+2ghORMxG5w/8G8HsA/k8A/z2Af+wf+8cA/rvPuxbdmWgiyAnxzcg0Dwisn9RUAp0F7K1+UrifJn7cgiiCEdIV0vAuoWD579XzjVbEftA7Bds3Vt+jkB9/j0Qwxk1CQZWEVHIoOVrB8bpL5E/BgiwDYRtIcnhfZukzhSHC7om9tHrDSvtOHjZEBhpiY6XkXYdT9ooFt7guuCMHOBLPUKAtiodvv4ZJqp/HOiFnq6fdbs+w2ZxCRFAmQ+LT5I06kfDo4bt49M77uHP3Hk53O2xyweGwx+Fw8I1jZPvNzS0uLq7w8cef4M6dO9id7CCSUfKEb37j5/FzX/syDvPBkXg3aouXJqVkLYiWZbEuMLom2Omtjmg9OaXBjsBUENHNZEAX5OXiUPBBSeVifJ6qF/8PkW1tnmKD3gSBG34lWwOKGksTgw/j2gyyyTng35Q5a1Y6xbVH2Rn3TNAmIoFyx2uG/A/b6ZjfPh59D6UoNWNwLe6bBlk72ufH4ydxUd8G8M/8gQqA/1pV/ycR+SMA/62I/KcAvgPgP/y8CxHmVm3OYSVkdwVlOMkasFQQnt5+7GrR0rHNMwWJ5zOoOt3qIf3meFkgyH6wNAWVJPlYZG/X6qkmIt7xRK3DqqpauRMRINgRBU5EJxSIlZj5uwckbz0/rSOEkcda85G1LhAkaBvQoGfQ52QH8DDDr8F70dVq50v4M4/ilWRop5Skt6qhC+2GBeyskazdT/LobXMDoc34Tp7stVRgu5nwy9/4WTz+4fdRDw3T2TnuvvEAV0+fQJeKst1AG5AlQ5rln5VS8Ob7b+DB3XM8fvoUt7Pg5PQUdTPj6uYG81IxLxX7/QHLMuPs9BR3755HFO7+g3NksUDNRz/8Af6Df+/38J//F/+VtZpKCDe4+fp3BJZd/ymaWiunXEqcclamKRLIzXrw9DFDoN0N6x1frAlC86P5gApPv4ArzkaXlrqgewLQXl0jEK8TNQQdXB0NnMsSqRgrn2pR29u82L7BvRgMFIv/tx9q191w9ATclWeDTqUwrw7wfM1s7jJdZd/edjpXHtM/FrTWvaE00BMpZz/M2kvW0rrBJpXx54UZ/rUVnKr+GYBffsHPPwbw9/+617Pj9XyRc0bzOtBeP+lheidfMYSzR2tkNXM9ZE1hAWgd7L85SaUU/xGvUVeLS2HtvMK4+MZQAIAMiGscwVvBSWPmEMn6d1z00cVp/s5ZcnB7Yf3V8vWa9CAE38EUNcuMWgRjrCV4Q22K4hayjZvVZWXs47U6GBqGoKujHADhOjY3OoyEg4ZbFY8ePcAnH30EqYI79+9jOj2HLhWtKk7u3MVhOWA+HFCK1QvnlPHGG6/jtQcPcPHkMfb7vfM/1iVkmjZY6h772z2mMqGUDTaeOsJgkKSEw1zx9OIK8+EW7zx6hK9+9Uv4l//qL5GzAs3crMKUoSRxNi0DPtNUVgqA3FXylAUmC0eSs5+OlpnGNNInEGhjq6zeKEIHWkUjmOGyOLiQkSpy5CWIK5djLET0rOT5tKPP8WT6oEUcMFgHZPN2qGCPu6ZEQu4QrGvDPPitrTIldy67JI88EyAcudyj18IcwDI0buVnR55u9FpeNF6aYvvgHWBKpraG5NUswc85Gcne/UQ5IyeW3b0AbIO1wSoB3eqNlgjAypcfobWIRH6cnRBVV3l0Em2KPKo0ILBRORynZ0QYfFBanAeAycT9e0nRFTw0uoGIWFpBSp6gmlJkemtT5NJRLec3NtTQOSUnnzftqHJ0g7Q1HA4HlNI7ooyuevayHBEmDBtXd3p2gnfefoCrJ4+x3WwxnZyilIT97Q3KNCGXDD00bDYbSCqQVHF25xwPHz5EguBSErbbDVQSbm5u7QCYMmHaAPv9Hje3t0hZcLg94ObqCttpi7OzEzx5co2zszuYNhPOzk5we3ON3/h738b/8+ffw1xn4zZXzQcAqoksGZKYqd/XAOo8ZOprNTYSIPoXNyimrDwoI3lF0vN6I29H2Vgh9dbcfW3BscENK5vDMrdyVEA5pRDppTZvj085J1qUkHGIoAQlksBOw9Zos7ue4zsn30vWssmNsNv8hAyRI3AhHdmKSIAXcsHBIXvQJ/N9VVccJ5/hRS7u8XgpSrVio3gX2tq8jz66ZUr0x5nzQy5tsJQxmRjPJ80RQBCxxEEexNyhcl3B9ej/PihOBinGe41JnqCA+QMTQcX3R6SE3iwycqCwFiJJBsstktcPBaG1hfYqh9FdtiP8GMxY/JRzACLhwnS3QZ3L7Neiym91rDmFl9kQwXYliGO6QBXSgJQF81LxC7/wFdy/e95PU1oWXF1eIOWE3dkZ5mXGZrNFSpbUen5+B48ePsKDBw9wdfEMZSq4urrGk8ePHS06qikZ2+0W2hT7/QE3tzeY5wW3hz32hz2204TD3hTivBwwbTd479138OGHv4zrmxtk5/miWYNq79sHgNxCGjbd6DYaJ7ZGHoLuRZCyGJFRoH3O95FxI3+n6PxZBK8A79xhfO043yyBEnQ0REQtvO7kEeexCSf5VgbjfI3Ywn/VeHV41u4xdPBheZISZYnhxkaaEIBIn+l7V2G5oSln5OzlbKk3FY25ClXR997fHgUXL+3h+9a6hSFU9kWzz7HOrxP5rJOD+sZ1TqnRj/do6rIskSeWWbqkujrRiqVHrfUoWhD+FIihT5yCnFQspdfM9qjl2L+NmyFOZuc0DPciIW1nkXYLH64Hrf3govI70fnV0RRg1pAdZKWxSKcXwTdP7lWF50bJsA4jT7zmPG1TWnQSvgatNRyWitdfu4+zXcbl9aWVX222gCqmvEEuG0uraA1LU8tiF2C32+KdR48gTXF5cYGbm2tsdzvc3Nzi+ubGaAtYFL1kwXZnib/72z1OTk+x2Wzw+MlTXF0fsN/PuN3f4Oz0DJvtDs+uLvE7v/Vv4mR3gnleggu1jeLrBg0PAOiKnEc6CrDa4Ex6XZW8tY6E6drTYFHciX5YuROKzmU9FatOkWRoZdpsnFLowThTTh799MAQI8x20pdHLL3EyaLvlNke+IgEZL83AyfA0AkGazeR7y7wew/eCueAXHjyumczti6/jaVjGPY6gneL0katcY7JOI75wE8bL4eCG/z3UqyEKFIYwi2VXqzrKI9RJ0ZzBEN3g6P3plUbkVBr7PbaE41pzTnakeUG4MpDvMuC3Z+CHqRr6tdMkobr9azzCJ/7JuA5l615SRWYp7d2qVkKVqYpniGeEQD8d/0oPxnub1HHscMGO/WaUneDkDJUERugp3701JMVx6SD8i52cM3Xv/ourp89wfXTS9w5Pzc0DWB7ujOObL9HPSxI/hy73RY/86WfAWrD48efYNptMXuFyuuvv47z83OPDrO2mBtKcHVzg4uLS9zcUy4rgAAAIABJREFU3qBMG9zc7pHyhNvbW1xeXkMkY78/4Pb2Bh9++GtDVxk3AJ5mYxFVCR6KkVbKEOeMvFI/aKdBmm3ULD1PCxiy/KUjnl6S19HIsWdAnqrVarwnevCru7Xku2oY/OYGjPtkFRjA0Kgi3mldLcQei3x2piw9p8CapRFVBxJj9Jxyn2CuaILYMZKJxyR6BNoRac4pFOYIJkS8Bhddvo7ToT5rvBwKTo5ORo+X7Im1ocRGiHuUGzNuuNHKJrdKhvwsgXJ0Z6Gw05ti4gYLjsESr/J/eo0qOYHxmQCeaelCMTwjF2tFXkOjyDgOAW5xKXdLbN8wPYHuRYPGYbtsQ33sGvf7eaTYLx2bxO/J3EHOIa25uEDyYGEq9XlZsMz9sGaPfOC9d97C6ckG53fu4c6dczx59gxtsZIqGQR0s90CCdhtNnhw/zU8fPgQh/0tfvjR9/HxJx+H0Tu/c+61mQ2qFaVkbLc7pGTHLmoD6mHGfHsAtKEI0OqCbdmgLRU3N7e43e/xF9/5C3z1Z97H3bu8Xk98jTV2ioDlXWPAxVIwTEbG35lrJUFjjPlnrVbPW0xBO9jmRchs56ha5K+NBpcHMR1nD4zKiLZdx2cIpNlL1ChzpEZ4bjBHGnLkAO8OkhKk0Aj29BPQZVerq2V1hEWz22ruTO67Ajf+zvYIkRtlkr3zBJ0/p8yM++zz3NSXQ8EBnYdqiENhRQRlQFsYFdiA2syKDps05X5GJdwVTICkjsC4wCPaEnh9nxP6xcuP+LmSS3RbZVeQ0apTITQ/WT7qBWEQmzzUcaIxOzjQVUievDmr59opPPud97N+Y4FyXbkwusduIWiK7FxSHEGXcrg1aC0IXZZc0bVKkpHgFjkJhJtdEU0zVf1MzZyBxIN7zTr/7M88xG63xdmduyi7rZ3TsNtaQm8oY2uXrcsMbRXvvvsIOQGnpyf47ne/i5trb3QJYPIUmturWxRYhwtJgrKZws178uwSt/sZdam4vrzCJx9/gqfPLlCydbu9d/ceNtstzu+d4hvf+DdQF0S3D7pIeUA05DcDmQDh2jFAs9ls1krKx2i8mM6gHojAoKQot1VJLQBsMPlpPB2iFTmNFSP+vbSQzTPZlZiKUZxPTd4lhFRKTik8BqshpRz09A1r5Ol7ymWdfLkxJ9rPRdX+3+qGHq4ERdXSVmCR5+gxiK64qayhWO3BH4d3G8dLo+CC7xogO5WXuZLrIl8LJJjFnTabiByOQjbCflt0xdKW6Ka7LPbfdIG7K9mTJaE9I9yezRaDfdCOEyWDaBeva+QVnTsLVDo8o4ClNYh6P/Ia/bRyvou5Z1GlAUOlUymrwAZdJPJnPDilaq/Y6FzgEGTw79e6BInemiIpMOWy4glHIwG/xzwf8OUPHuHe+Q4JDct8QAMwlYTD7Q2g5uIu3iBBRHB6eob3P/gZvPHmm3j29CmePXuGe/fuo0jCxbMLXF3d4OLiCst8wO70FKqKeb+HLhUnmw1OtlZQL1lwe9hjaRX7VqEJeHp5gcvLSwANm03B/Qf3cLY7x+/+9t/FdjNFDpovUiD0EdWRR7VT3HSYVXg1RW8qGms68KJNrd189gYKyeuRTd58Lc1VCMPM8xUoE0kskg7n72RQvPRT1RVVKcV76blhI4/ngRW429vcuLU6dhPW4LEjyX4xY0l01t1qdkSm8vJmAwPtQgPcXJlzj2Ue1g1E+/dIRKfBcKPJpH5mC3C/UeY+a7w0Cg4YC8bXCGccxySmth7dZFkTkljbIk+uhMP/DsvXpSQjOXz8DMecw0LBUFmVmMQC8XCWwRqF62tvZDzNgFK7sNB9TSG0tbZ4vnh/F5ScUgiJuILOKYeQ0dXt3Sn8nVPnD1d5euLtndSeYa0sNfgfrguFbak1yOicEn7uq+/j9vYaZdqg1QU311c4HA5m4at1hFlmMxTTNGGzO8Wjd95BSglX19dYlgVvvfVmVDzsTk6w2Vi325TEm0dmLPtbzLe3aG1BSoLNxiKQt7cH6Fzx8Uc/wp2THZ48foLb21s8fvwxtDV89NFHQDvgW9/6Bq6ub/paBzfVKRFuOr5rz/QvL0QVnDMi/XCBMQSqjqgDXpfXEmEbffssMwBYLkfuSyC9kwy6uzvK8bEsr4z+8Mx8BlPmi6ckSewdOwmN3OfwLk7xiIMCynnKCcxmoEvKP40BhtbirNXjfU8Eyb03jk6lyKq070Xj5VBwug5Hq2IlWKWsT/amdRnRXlhbEqY6hPKTQCWhiVuMQdmRTzr27QMtpu7eUZGNHBbdVCI8ui4rFzRg90CK6sAZikXYWCJUoxIDEWCIdAHtjUBpPOk6ck5UddXh1b2uzrkIk40lhI+CyI1tSLNHz1yvomr1w378/dglAor5cMDXv/azyMn4pqVasGFbJuy2O0ybCTc3NzjMM5Z5xrJUpJzx4LXXcPfeOYAFdsZqxdXVNS6ur3B+fo5lvoU2CxCc37mDzaZgs52w2W2xP+xRW7NuI1MBtOH65hb7uuD+aw9Qa8N+NrR4/+49aFW888HbePrsGr/zu7+JBw/uYZ4tlYZ1mAmI1Acm89o8iKcrceIRiiu7wuP6hKxSRgdi34xfb1s0z0MtKzrPFMELdAUU96AcOYXwnNz6GrIF/arMb5DLUdHxfkmS0TNDxU8deuGltOYmx72jMCQN6bXYAm8dNhgK0iUBOtxTGNNjrE3/EsafzSZWgOJvBYIbJqtPHPmzHNq8qSIViyrmUjCVaZ2+4bxC8kgW+TQMUSvJdr6m5BRlVOSZAPSOHh7Wr64R2TBDxE5dWlrtHVypeJa6EqbnW5n39AAFIlrK5JI4GIc/b4qNu8dUeCM6CGXZupAx4FEmJ6rF5xeIg2nggpQ4B94o076frFknGqouLqwaqDPn4oLph2t7suaUM85Oz/D+u6/h8voKm9M7RiLXiro0TNsTbHdnVuQNIE0FJ2enOL9zB++//4G5nYcDRBWXF5f45MkTnJ6dYb+/xbI0SLJE0mfPLrA52aEuC3IuuHP/Hnanu2ivtdvu/J4VdV5wWBpef/MtNAU++tGPcHV9jfmw4LU3HuDe/Xv4jb/3LTs1TTS40EDHR/yXDP+2A3lcwXs6R3pB1j0HEW5rFVprbz8la2TH1JmO5LuHIGJyWLJFI4N3U0AhsY4R8WyIdKgxiLAK6ImATlKD95oTKydkpgIoN6ACXTdFGHlKHuJg6SB0QLu7z3uPPez6Xukur2qzoNvUzwQ+Bg1NNfbrp42XQ8H56EgK6I7jENYeYaysc2NG9MV/dz6pw+KI4DisjtOoGolQUzjBMQ39rdgLTCDRQJKKmTzhqGTGe4/Qm4QvebdRucd9teeiRX83FzMVDEiPjZfIG/XUiRAIMJI2pDT4/9hXrrdtYtY4IN5mybrK1qHD7YCA/ep1WfDB+49werrDZrf1br+CNG0xt4bd6Rl2ux2m3Q7V0eV2M+Htt97EZpPw5JOP8fhHH+Pq4hKffPIxTk/PUCRhtzuxBFXJTguon4UhcUhLcYO11IrtyQ45F9zuZ8xLxenZCcqUUKZskdZm3UeaAp988kN885t/B6enO+Q8RZIqZSzOFR2MB7tfTF5zPCI0Rg2PleLq79SbSIoHH0b3FL7KIbODzFfv3tI5sH6mgpUYdsXaWjMOeNgHx67oCmG6QuzPuw6ujN+LgBUbN7gLzsiwNf60+cslre7H60S7+5zDm+E+Gp9VIJ4IbDmyI4r9ccbLoeAG3gDoCu1wOET6Q/RHqz3/aqwFtMvoanKAUeGk3nsevS88kzKB7tYZ7+FnhZYCHmlG9AUZidThXmNXUh/R9kUYHTW+rX9+/Z3RPYEOmdwD+Y2BH8se3QwXyBHBmFKDYV7WblJ3SfIghKM7zs7CInYeAb87e9oB3yVJwte/+gFaq0jI0GYuR9kUvP7mWzg5P3XDYQh0u9nh/PQcJ9stppRwe3GJ737nu/jjP/ljnJ2d4dHbb+O1B/eRcsL9N97A5uQEtSnOzs5QSsHp2bkp+WUJpLLbbTGVjJOTrSNsGgnFdrPDg/v3cefuHSgEP/rhx5gPM+7fO8MvfeMXsN8fbKMe8YwjAcp0BhqTlQij0xWBSgZ3i2urbgjZ6GGkZyj7QEdF4x8qGyI/BsjiBDRlKdW6AtNvE4qmtbYKUjCTILvcs20VZXvMFngRjcPqI3KxJZWoB650KX0u17yglZE19JZfIyc88ohVrVnAMU3zeePlUHDoAhMNJcNx676/unXQFR/QOx2MsHfU8rQ0bHFs5GyX3HmxJpcBoxW9FZAy0tNV2Yi0SE7RReocieX58Ki84N9Y8aB+EMiQx2RIqg195qUTaD4PTXkuZgrJpSXMRxwH/F1VOsmdUo4oavB1aghWYC4qRCLxFTpsusHVtVOazGrP84Ivvf8O2nxrd5SM7TRhEmsIsNlusSwVh8WictIUbVlwenqKB6+9hpPTUzx+8hQ5Z7z98CEe3H+AkhOePXuG73//r3Dx7AKARlrIdrtFyQkl9aP6xKdqPsw42W6x225xc3OLm+trnJ+e2udaw+luh4uLZ7h49gzXN3vsDws+/PBb0OYbOomlsQzRewhTe/pmnoOXHfhWD25x/sIgYnCxxFt36ciRDoZnNPbaOTkarxGlJ0/rMWPsrqArUQDRZgl89tZWipJRSvXPLo1HS9a4d2aKiyrmpUfW+azipYHdqJtczz6HoraPJfWyykAJXnEhOWH2nMpxD3Nf1bpYl5ycg8aZpinAyGeNl0PByXCWgG98BbwOUIJ7gPgkwaZohPUrKye9nq7Db0dBLLBmlNEnXwdTPS4s00lY4sWfjRA/Pj8gH/hCNreEoVTp3uUUeUJskU23ubAYmRyhX48CbeQxFf1QLO6Ag5Hesa2MQiCe0Ml+cER7ISPq4i49rQTD5gVRB6gcbeOUKePnvv5l3N7eIElGnjKWeca82MHNrVX/GxDJKGWDu3fv4s69uxA0XD57Zv3bkmC72WLRimcXT1Fbxeuvv46z0xPsdhvcvXcnAke1VtxcXwOw8i4e0LLMllO33W4gAG73exwONzgc9t63TfDuO4/w4P49nGx3uLy8ws9++X18/etfwe186KeQca59DTradb5WELLJJFamLamqEexM5XG5ZX31siyBaIDnObFIhfB15M9lDIhhzVuTzhgVJZVKP+pvUIzO6zIYB3RwkXMvVeRZJ+ZBoQfxhgg8k/KhGgGsUNo6tFyPZHHrXq2t+RkcuaNlNXTbvAuOUAQ9R1C1ex+Kz08TeWm6iQBecSDGk4RFoHsFic0GOMJCt3BjtwEmvFZtgXQItsQXQxzJENm1WlcNJNmpFrrmLkbkx7SIFcpxRWsuSCeQ4/u0okkgmpAiuXeNvMZOJNxnPH8UMBKYSJdYjXPWtEG9KN06oHj3EoiT8yZQ7F1H6F+88eLI1fGZjnMMmyPUWhu+/KV30OoB+8OM3TJDtaIqkKctgIxlXrC/3WM/zyi54PTsDO998CW8+94j7C+f4cmzC5yc7AAo7t69ix99/DFKnnB6do6T01NIAm5vbvHsox/h7M5dLJstUkk4LBUqM05OMva3t5jizNKEs7MTLMuCi4sb3NzcIpcNUinYnWxxeXFhh9pME/78L76DH/zVD/Dht38Ff/bn30GRDM3mipoyG4rTJYUyoJzRkFBhJacNmP1vJ4ktne5o1kdv9DSOObuIZhM9cUN7fzeoI5M2yj1bFUnICfeFyaMjtka+NnYSeGjSeFoYYEaXz8HW/l3nk4Pt900pebupYf9Kb7+VHEnWhmhtZejP5b8x48G41q70yBlTJyAi+X870kQwun1rJEbejG5e+O84UoBH3BsEkSxp+UzZUzycV5Je5xlIBghlIWKHJzOYoFjXvR3zfqOCYqcQDXcb8dlOSmtYpfFADl5jVDAU7v7zsY27xPP2aKu/hXpgwSsbxuoLc7/6RqBwB1GO8XkQ6DA4Fxf1KRU8eut11LqHJMFhnqFIYL++29sbb0ppZ0LknHF2fhevv/EGBMDjJ0+9JVDBvFQ8ffYU06ZgnhfM+wNKAj75+IdoteLJsws8ffoUy7xHSoJps0WtDc+ePcPhsMfN9bV1J/GE1t3uBIqGH/3oYzx58hTXVzfYH2Y7WLo17A8HvP7GWzi/dxfvvfs23nv4MN6vrwncABBwHRHzznvVwf2jm1gHjlhErGmmAeTncrsiV7H1VlomaP0zKXV0BawJ+R60Gk6fGvhAhRl8cQ6UzzDyxS9KcQruGfb+YzJ5bS324SizfOfxSECF89DZGn2OwbvYQ5nHLtr1lnmx64s4D969GwYMj+fxeLwUCO44otMht6I58Q+RaM0DmAVJSdCqrhYk0Jb4oSls6qitZ4fz4GOvHdS2Jj9brd5/zo/n48+JGJtHrTAgr/T/Ufcmv5IlWXrfz+yOPj1/cwyZlVmVlTVk11zs7qoWRYmAQEBaSVttxIUALqR/QH+C1toIkABB1EZrcqGNwI021EBxQfWg7pq6ImN+o/vz4Y5mWpgdu3Y9orIaoEhEXyAQEf6eX79+77Fj53znO99xIbhEQzoyPInCrL9uoSO49FjTKymmE/A7i2Be70ZPynP6jLUkyvcpauWGvxzci0xn4/dqd40AdeX03bRPP4OR9gadKv/6gDfWXYsCMi9M2feKJ4+OmWSKvjOkaU45nbn+wrb1EWNP0zRs93s0iqPFnMdPLjF9w7O/fuFSR6VZnByjEs3r129YLpZYXMvWw2rNyWJJbxXf+Pwzzxnr2G23dG1FlhZUfctsPmez2VLXFUWZ++t29/72boNKMtIsoyhSJtM5velo2pbj44WLDvqen/z0ezz7py/8QGXC81dKCg4WD8aFjEJZH/l42KHrupDaChHcge0GbX1UZU1YxFopOhf6hWxCnp/gUKPKoh2ivICBWYNI9Bpjhl7f0HngrsUqi0kIMIP2MZF7jx5STC9SafW48okU5CwDaTyKcv3C9Ao+zn6sVnTGkPlswmUv7lclslN+eTslaMniPI3J2pB+E4mT6jRx+F7koN93fBARXIiAfHjvmpr1EHGpAeKPq0oCwseEv7CzQiASggdS+562HQatHDK+g9EEvEvSv/G1chDNxedCHHJ0LSGKlKhUmtmVDo4tgMmCixwY9/DZXpvNfzcHiEeRnv9bMDKn4XagNuLOFiqw8t6hojx0ObjJS26xuMKCX/RJQt+3fP7NTx04jGJ+tESpFIwhVY5/ZXpDMZkync4o8oI8Kzg9OabvOnb7iqKccnJ2QbXdsV6tWC6dc2vbmsdPLjk7P2W+WIQ0N89yptNZSL2m0ynTyZSqrimKgvl8Qdt2rO/v6buOonQV1e12x3a7pe8Mb1+/cTzKPHP9rsZyfHrEz//4JxwdLdA6dfYSgedxQSHYjX++4tTath09q1A4M8KvGyJtp5LjFWfMgONK2htv+kO653E4BhhDHIxVznFaLL2on/jnKhVy+b9ck5CFxZkmntwbcL6DTELsJP75oMfoOGziuMWQlN8EpAui91g2ltBWpvwClUhTIkAhCg/FM2+r0XX/vuODcHAg+P845IyxN+kVjR3QoTEpD6BLOjkyDsbOURZwHM4PYfVAlozSfve3HYDYGOCMe+gOI8pDMFicedilRecu+k7GmPcPqJZ/+z+uHD886JBmEEUB+ADYOIlk5S1KqqpyL2NukvKpdW96p8nl5bi1cjty23Scnhzx9OkFWVky9XJISll2Wydo2XUtfde6Cl3rxDdPz8+w1vLs2TOePn3CcnlEmjnax/HymKOjBZPZlL433N7csVwu2e13WGuYzOakeYG1itl8TqIT9vs9eVk68UtrQ8Suk5S2adHKYV/7uqKqG/Z17VNzt4m2bcNut2e1XlPtdvzwB1/Q1LXjxUV25pzZ0P8Y36s0SZHBNbEdhCJWtKnBgF911qdngu8d4HBis+HZWotSQ9VcoIoQCTH0qcrvxymjtdYXYQQfDAlmyBSE/R6T1AMP1J9r9DNP0I2DBOnXlUzBNfJ7ilfIYDym6Ce1CXk4TpP7fsyOkI1FK6/Q4tVLvur4YBzcECoNEQUMTmJUPsZhFpLiiUMznmPmAN53vbvswMMDH3ak+LNc1SnG88YGGlNTwDujrg+pp6QRw+f664v6SgOmZwg7nGJo7A8Tr/Tg1Mc7pm/SF6ftBT79Fhqww7BhRHYgC0wiP6116MCQ7xPjPEGs09/vRCfY3vKHP/0Rbdd4rpyhb/ZU2zWz2YKuN+yqnVNQ7nswhsXyiEePHvHm9WsmZcFsOkXT07UVVVVxeXlJnucY03N6smQymbGtas7Pz5jNJ5yenbLf71BKMSknHM3nJFqx2TxE7VGgkoSsyCmyFNN1wTHtdjv2+z2L4yVNU7lIWCnu727oe8urV2/54z/6MXmeYWwfOkbkeR5ipFIs6m2PDL6W6Fka5AXLDEC+TkbnEfsSG+m8nYde5WjTA9eknqQalEtPQxO8GZryYwwvOGj/PSSaM8ZHdt4WZeaF8WIOeZaF7x3z5cTuD6M8cVhKDXw2Zz8Dphan1ocZU8C89cDhPAxk4nvvaFxf7dzgA8HgwPHMUHo0YEN4bzB2TG5Asew6w4AU5QFhKVYICCxVTdHJ73HTscKYQK3ce6Xiw5BOxBO6VOx8D8N3Oxa2lB08SZwWv5Z+WjsAzDEALT+TRxl3LsiOLfdEJYrEqFB4CBEpQ5RLb3zUFaBxhydGBtTj8D6tXGuWyKC79HxwonJdbjNRGNNxdLTg448vuHrzmixL6ZqazlqSTFqlOtqmo5hMSHXCtCy5eHTJbDbFdg358RHWGNarNbPpjGq3oSwdXrhYLLBdR28dFjMpp8xnDVVd0TY1x8cnWKUosWRpgtpVbLc7uq5Fpyl5lvOwXtG3NeVkTp4XGNPTNDVt21Hv9yTTCb01LI7mbDdr2q5jcbLkyaNHfPHFd/nTP/szrFf9GJj7aSh0aY+r+VB5WPCy8ahIIp6hjWuQOZf3RhANY0fqYJXOF3ic8+g7T39yhotOPZ3EGpTxKa+vsBs7zLSViD04JTOMMJSj6y3+MlFGim4qdHPIEWcuYoN9b0h8W18cQATsUjk4yWFpKhh6HIFqPaTVKJARh+G+BPjnAKf8iuODieBGmEP8GkOUNUr1DiIbiJqllcwlcF0QrtVHuF9qtKPEGJ0rIDjSpPDfzEFlSbg5iWAEXtLoUGVUMA/jcQXNUF0b7X6IFpjw9sZESiDw9JRyKaNEWqFsf7ibcrBQxJH6hSfRmjhth2clo0EeSg3vC8z1rnOEWKv5znc+pSw1WTEjyXOK2ZxiuqCYTFFpSlaWpEWBQZEWBcuTE548fUrbNkznM6qmZVvt2G4r7ldrprMJ93d3uLF9Tq67qnbsdxtevX5B17V0+5qLi0d0Xec6U9KM3rpofjqZUtcNfdfRtw1tVbG6v/PCmFm4t6vVPev1CqUV+/0WsMxmcyYTFyEa2/HTn3zPyU8labgfaZqS50PvM4DperqmdYoYZpC3jzONw0xE8LqYSH7YszxABEMCaayls4NqSzynYxh1ORQjtFJBTRfhgEbnljUUP98QMUUOJF5r8lr8vWSdxD+T14f3ORVmJ9QAaMKwpfgY1sAgMABDFJpoHVJliXCzLOOrjg8ighuASUKqEZyZhqFgM4xQi8Nk+VlsJHHU0zQtlgFsbXtf3kcHQzLWV8TUwO6Wa+MwRDbW76ogBQflQ3H53RBKS6ono9usaIPFGAghCgCCc5TzGNM7SWcL1roJRpKexjMsODC+IU2IigyWUPFV/veS1O/ynoeEbxy3djAmlMM40yTFGMN3vv0pbQNpltC30DQdTd1SZh0qTVFJSlaUKKXJ85Ll8oTFYkGmE6p6z5s3b0iAPM8oJyUvX7zAGEPb9kymU9b3t8wWU0xrKIoJD5sttnej57JE03eu17RqXISTZoqT4yOqugGdUExn9L3l5ctXLE9O2G43TCYTqqpmt6vZPOwoipyr/W0o9GilePH8FXkGTx4/5sWLV+7+eMdf17VL8zyxN8+yQKoeCK/jQ9L/2ImoyCasHShKYv+B26UHXUIFzpF62SKxUYnclXJYY5IkI+qFrJP4GuJsSH6mlAqV1EMnFq/Jw6BCnJg4pvicQ2or81xlTalB8CG6Z/KeGAOW1wdnPnARZXP4quPDiOCiaCrO1YFR9VScUYxLxDsR+KjDqzCEndKX5UOaxsAED1Gjv9muihkBvGocXQanIQ4BR2BE2UG5IzIQac52+JsQjs3AmJfrD9fSozDoRKFCiVXR9SaorwJDJ4OPBEa79zvA9KA/J6+5KtoQOYQij//+g/b/kB7pxNK1DZePzjk5XdJ0HcZ2AavJszSovciiz9KMxWzGcnlEWZQsl0varmM6nWCMoSwn9G2PNfD0o485PjklTVLWt/eYfc9+17I4OmZ5ekFRTuj7FhS+DWtP3dQOtmhbrIU8y0PrVjkvOTs/Jc8yjhYL0iylqh3et9vuqPZ7rLEcLY7I0oTdbkdWTLi4vOSL737TRYp60EgTexP4QVLQzE+sAkaOKsabhOemfEqapmmQ3Roi9TEHVKS/XQdGMs5CJBNhSIUPo7j43zLs3DLWnhM7F2qMnEu6H4ZixLiqG1+z0kOBL16Xgd7lixjyPZzCjzlw+k48IU1dzOU08Dxvzo+qlGHVWCfRL+/9quPDcHAH3j8YUdQSEqd+grvFFVG56aHChWeV+5/3bedus5WQfhAwFGfXtm0A7EOfmzhK68J8ubFB677rML3HGAJYO1QxJdIaIlLhGRFIzMEpeWfivtcwrchVOhOUTkiSbJyGiGEdVGAPHVuIDCxD5VTuq0isy4QnVIBNHN+tw9ievrNUVc33vvs5ddVQVxVtVWPbnhTXfzmZzYYNwzoDm05LJpMCBTz/8kv+/E//lM36geOTE7IsxdieJ08fM51OggJG27b85V/qxbo3AAAgAElEQVT9v+z3ex7Wa7e7Jwn77QZC76mhLAqKoiTPS0CemQOgJ5OZ09jrW5qm9s+vZ/OwoW0ayrJkW21pcVXipm1YHM25uLjkZz//QyaTabivncdmpdoYQyTGuD5ORGzBDIRpGKAT+beA8lKBFbuQn8frwC2PccorGyL+PssGF1cc5VxiD87O3FqTEZ0i6yV2qnAZjKS/sukFRgERHcpfS+CM4px7bHsiailQUZgr4QOV9zEhBp/gggIRcU2zNMipjwptfxsc3Ahzs+/SQIJjs9Yx4s1ApJUHGiuGxnykGMdy/xinr/6lYIRhN2RIeQXPEAM/rOxorTG9U6xwaaMZCU4eGqjgd7FRth4Ti0UBXaXVLyxLSKG1GtKCOC2P0xu5NzFIK6RQWRBSQZNoIFFJpBAhRGgXBZu+wxg4Ozvl46fnPKw2dG1PtdvRNQ0KRZpkNE1LkqR0XUeWpRRlzsnJMdPphF/94q+4vb7m4ydPmc/nnF2cc3Nzw2azYbff8Gd/9qfsd1s35yBJ2W03bO/uePaXf8l+tebs4oKT01P2ux1dW/vUXYV0pixLF90kmnI6RWtNnhdkRRY4ValOqJuah4cHNtsNx8cndHXDr3/xK27eXtG3LQ/391ycn/L9H3yX3a7yzyUFhsLSu2mnbGB+402GKrjYSGi/8/c/8Rp3SZqM7CO2/9Ez9l6kN07vLi4yxdF7TCka1hQh+pdryTKPKVo7cphS/Y15pIHAfpAdyPePv6e7bsLajTdk63fOWPHkEC+Ov0cQ6jQDhCTRYHwNv+v4IBwcMHqYhxiB/Dzx4TBRHi7S0RK2x04S4hswNP/KTiO7mbFR5GXfVSaJzzkqIgTDB+VJrbKTBUzMHrZ4DUNyRsapFWKDnecWweCkBvb3mCcI3uClmKH1KFoYbRLGpcBgXCps3cSqrusibbmBBtN6DfwkSUi1o058+ulH3N7cuIpbmjKdTMmKAtKUum0c/cAv7rZrmU4nLJdL3rx6zcX5OSrRHJ+ecvn4EVdXV3z0tW+wPDnj9OSEk+WCzWbDw/qBru+ZHS/Z1hW91jT01PWOuqqwVrFYHJNlBVq7ORBt24aII0lSksRxpTYPK5pahktr1wbWNFRV5d5jQJEAmjQvqZqWrMhpmj1/8rOfuL7SEZF6qEZ6s3LPEa/y0TvFGA7gjxg3TrMMnSROeUQqjR6K4D2R/SG2J+2M8evvs/3YRqy1XrQhOpElOGPBg6Wo5663R9DBNB2mxgkmqxPtU+2oOmuJCnPD+ouLNWJbkuXExYXYocfE5/fRS/4mxwfh4OSey4IMJFzt+D461SIU6lOQ6AsbE5Q9h0hv0HkX45MeOpG7cR88GEWI3HzqFleYxF5i4xGNtzCXNdW0pqPHemFM56SMy5VBD4q4FldClx1UeG9KaVdQsRZrHFXD7XqxOrAdcDJfgdWpm1wuGI1gJr0dqnSi9pqkGZ2xWOu1v7p+JEMN+LkJ7j4HUDmBMpvw5MkJxyenHpszdBh0JpJQ7l7Udc2+2tP3PYv5HGMMi+WcyyeX9F3Fen1HOZnS9y3VfktZ5CidcXL2iBZY3d8wmc44vnhMkhX0veLjTz5ls1ph2ob1+iFgV3Vdsd9tQSuqeo/Wg4PojSEvSoqydK092t3zJE25v19zc3XD/d0tVb110urFhIfNA6v1ms3Dhs+/+Qnf/OanBDkDv7jdArcoJ8rhrcGTVwHsOHqOyeTvCKDi7DHRboatShKHEPtIMPATlRo3/usx1iqOJy4sxZ+jfWGKKBhAE84fUl+tg9p1SFGJHJUxAcuuu5am7+i8+GpjIolxr7gSO1tRgbHGjUYUQYw++oxRkcVfZ3z/BFr6/y2CU0r9D0qpt0qpP41eO1VK/a9KqV/4v0/860op9d8opX6plPpXSqmf/r7zw3jXiKsormVpANfD5J8oKuk9cCvvcViWGpWu343m3gXfxymBif5tsdZFXiO8AMfU7t+z+7jPJFyjfE5sdK7U30cY34CTCBnUFSkSJ82uhl1dZp8K5igTmYgMqPdRqLxHMI2+H6JYGZ4S6+oleujmcIvCfw+rODtbUuYp64cVTd+4xu2sRCtH5p2UJRbL+v4e2/fM5zMuLi9JkxTbG778699weXFJXqRs13csp0dMJyXb7YbVakVRFjy+vODu7oa7q7e0ux1HixlVtWO7WlE1lXuGieb6+preOGWU+WyGQpF5rmHfd0HmRwpOiU68yoYiyRLQFkxP1zRs1lts1/Dy2W+dqvB2y25XUdcV3/7WZyDy2SqaWasTtEpw0mlu97XWhug7LhyhxrYzkrO3ERzibZwoWxCbtgp6ZUE70N1qHUjBh+nsYaQzZAoRtmcHuEXWQ3iPkeuKCmz4jVMNa1UKgGLjGhX4nlLZF7uSo+97Z7s+BwvdDdF6lHs0XqviAB11S34en/t9x98kgvsfgf/w4LX/Cvhn1tpvAf/M/x/gPwK+5f/8I+C//Ruc/51jjD0oZJ6ChNQCJoeHY+wgr4JTOH1f1ecQkBwP6Bh/PvgH52WrgfBQrHcQwolz6a77f+oVcJ2/sqNz4dnXrvKqQ8uKi9hEZyt8CsJsF0xP5ickSgd+UxChjNKZOGXHD7NR7sJJtCbPcud0rOsNDDu9dwRSQJFUxFpD27R8/3ufcX5+SpYXJElK3zmHWdU1bdtS1a47oCwnZHlBWU7ROmExm7JYzEjTjLIsMb0lzXKSNCHLM9zw5pRqX7O+XZHlJSenJ9i+5/jsjJPzc4qiYPvwwPX1NZNJ6SJkA2nmWrcUng5kLVnqxRBRdE2LVposTUP05rolDPerFev1A9vtBovhYbNjs16zXC7JJyVd1/Lzn/2U+WLqnrONZKTsMKw4xqIGGyJsxLLYxbnEeJmz4QHGEMqIqL8gzsni58EqMJYkchJxFCYb+3sLFdGaiNfAoZMTLFhKD8O0LP8+69LHLB3GSNp+oKvI95b+a0nphbcW89mGoHIchEg0N6isxPd3UPP+147grLX/G3B78PJ/DPxj/+9/DPwn0ev/k3XH/w4cK6We/L7PkAcxIvpFITk+apESsrthhIcJDF0J0e4kOb7/HiNnFhtlFy3ygY4S3wPjaQKWNHMLRBxTjBNaj6ekicw5GKK9QEuJnFpsWO/cB5xoYmxorrpuws/RvgHclbkG41KDrI2EiPGiCtGBdWmcsb4n0DiZeKEzDFiMYTmfcXG8oKpa8rLwo/9a0jQhKwqsUlS7PdvN1qeDCSenZ+RZyvr+hul0TjmZstttmE5nWBJsAvfrFX1vmExnrgiQZPQ2YVvXZMWELC/Ji5yf//zf4cmTJ2y3W6rtjtl0SqbdFK27+3tM79R6J4Ur9KRpSqYHrb66qd0gnkQzLaekScZ6s6VuGkzfc3VzQzYpKKcT6rp2jf15wdOnF/z4Rz+grlt/3+IIvAsTsbyhupw1ir7k+eoopRphr0qkgHxq2TvsNWCfiRN9TZQms5AI3UIlTswgoluEiN5HQhKhS+vUUDwYY9vDNUn6Ha1LrUmSNERrYU3ZQeIp2LZ3PCHqtE4FGEWo2FuBiKIJWnFl1n3umL850FqGgpn4gn9TU7UeWWtf+Zv6Crj0r38EfBn93nP/2juHUuofKaX+hVLqX/ReEPAwknLOQAlsMCzKrnP4R/KeShP+QeuBtJjn+UEeP95B5Rza747G+FQBvzMpR8/AKtq2o6oqur4fZqS6ixtSROuaubHu/QreMarDSmx8be47u2libuf3hLhYCFR5HFCHDdNJSvdDaqY8TYNIGj3GhrRSftaoJkvScbquh/7Dpmn54Q++QBuDVQl1tcMaQ1FkgTZR1zVZlnuaiaUsSqbzCVW1oe9aJ82UaDYPW7q2I0kUm4cdCk1e5NRt66bZtxUXl5fMF8fs6ob1asXXPn7KP/kn/5Q0y5nMp1xcXrBYLCiLnLauSNOE6WxKkmZYJGJ1i8DiCjS77dZF3Ti4IS9y0jyjaVuM0hTFhEePLzl/9AiVJEymU9reLdi/+3f/mKZpxo30/Tjyd0Ue18/pIvzhWRNt3t5Ag20K1iYLPYkXsi9cyDaVej5YqHJHWUxs1/AuBuc+1392dIw32VgYwONdUdocxk3qiKdnB8oU1rdcejtrfQHP6evpEI3KbNvEZyPSdx3wQs8yEKrW0NDvN107zGjRB2vo8Pj/u8jwvk97bwxprf3vrLV/aK39wyRUIqOKX/DcA8lRWqiGCGvg0wDj6ETOFS3s2BEOu6s3lCQRxHiUTgR8UFITV/bytIMo/Rydc9il3xelyf/fV853abEOwgFWqTBGTiLDYIRejcH0JshN43dpMeS27d3YPYYFEHDCmFLgQWWhMogwgFKKIs/5+qdPaIwr19dVR5HntHVDXdU8rNb0vXGdFl515Gg+I9MJdd2w3e948+YlL16+oO56prM5bd2gU0WaJtzf3bHf7bHAvqr8yEO3rPd1xWQ255//8/+Dpm5YHh1jlSUvM7Iiw1rFfLYgyVKS3KWgpjc0XYdVisV8zmw6oe867m5u6JsGay3T6YQiL91MVAvT+YxUJ8wmE2dzaUZvem5vrvn8s0/4xje+Rtv0JD7KiVuFpBgAjEQeDjlj4VlH68DhotG0s2jBymJ22Yum8XBFnJLKcWj78hwPK7AxZBPbpWRF8u801T4YjYIBFXVWqDF5/PA6holnbmrWQBz3UBOMinmHDloquhL9qejc8Wd2/b+ZToY3knr6v9/6158DX4t+72Pg5d/khO/LpQXriAm+sVPo/Sg7q3BpkRqLQ8rNfLedQ8jClljqpffgfRxhaT87wQHqPtRPlBvkYm0I/w8d6+G/43aTmGoQO2f5bKwl8TidG9fnsApjTODAaUQnzxuC34FjzMOfmCRLfcV3HOXG19h1wwYg91iGM3/08VPauqYjYbN5INGu2pf4zgBjDUfLI7I8p6lqyvmcs/Mz8iyhrmr6Dl69eMn11TVt33F/f8uXz5+z3e6pdls3IKaqWN+vWMzm7Pd7sizn/vaGel9R5CXPn79gt6/9ZzRsNzuMVSyOjiiyhNRa8jTxBYbGdT9ai9UJloTLy8cU5ZQkL1HKkqaaoijoO8Nuu/etZjVN4+ZINE3D7dVb/uLP/5Lbq7f8yZ/84SDy6I/DVNNF7O8q1Y7sW2CNKPJyme2YEmGME2hN05Q0SzC2D1H1+8jA4VwMTukwa4l/R9bX+BolGPDFKH9dAceNznG4OR9+hkSxaeLGOjreKu9cA4y7PsK6UC6rIHK6QVORWNLrXxOD+x3HPwX+of/3PwT+SfT6f6bc8XNgJansVx3xrhIitJCvi2b7UCXVWoPIw2gXydhIwng8TMbvBv6eut+RnVQ59VlfMjpMGRxmZkMBQRRara9Iaq1HjPAgxOeb422IqqwbpqxkVxraa4KBeUNHDb2x/iLdZyJkBHdOcboy8k9kjOQ7yr1KtPZEXRcRHla0XKHBDT4WCepgqL7U/53vfEaaJazuVtR1Q1ZmVNWetm5ZLGYcHS8o8pKuN0DCk0ePOD6aY5uKSZaQaM3Tj57w8dc+Znm0oO160jRjkhWkaYbWKfPZgvly6bCduub+7o7T80s++ugJN7d31E3L9e2Ky4tzbN9R7SsA8jzHWstm/YCyTsU3TTOyPHPSQlnKfrejrmum8xlKuZQrS1NXrAB2HnPrmpaucQRiqxSzxRGnZ5dUdcP3/+DbzGclht4Hyr5qalosTpElST3jPorc5YgzAnkGMYger4PgcEJl3hnw+6J+V8Xvh+qudz7ybEfnh9HmZ33qGCvyCv/NncPP6+gHcri7rrFTGWHIeqBi9Tgqk7yna7vhOzDcQ+HiDd/ffXfj09C2bYf1wrCxODv/ahf2N6GJ/M/APwe+o5R6rpT6z4H/GvgHSqlfAP/A/x/gfwF+DfwS+O+B/+L3nT++ScGpRA9ZHogAtcJLex+GNuxuKhAXxdmECo88iDCZ3fOXPNZg+p7Wt5YEQzBmlEo4RrXDxPp+4PygnER3XPp2VBY3DRyfCmqtR6m1VJMkJZGtLhBD07HGPthRNBHv+vI7oSMhwgBHCsfR/VZKgHDtS/ADf2s2nfDpJ0/RieL4eElZlOy2W26urmjbxvcXaqrdjnpfMSlLTmZT6u2OX/3iV9zc3HL19k1o/8EYsjTlaDGn7zo2mwcmZUGaKNI84WG3oe1aVKLJiwJren79678mL0pev3pDXVX0bU1T1QioXhQZ08UcC0ynM3b7fdgQ+65zVVWgbRrPT1T0vaUoCoqyZL+v2VX7MA2sbzuaqqYoJ3zz29/h9Oyc87NjfvD975EoB6dYelAmYGk6GSqDElUcRipyT7MsG4ul6nHXQ/zslUAOSPvcYMehWyJJwG2po/UUb2bxhhk2vygKimEV+QzjJ6LFmZGj24x13A7xb9SAj8cFi1jJZATVeFuM29jijEYiVvmU+By/bzbq71UTsdb+p7/jR//Be37XAv/l7zvn+w75cgN3a8BDlfLqBD7yiW9cHKEGYqWfamRxzin1E7RMb4bhz9Z61YyBaqKVClLSgqXEEkJyxDhBAJWVA4dFNcRa19sJDBUo3z0gwLF8CUlLY7DZcamSkc7XyEFHf8fvE6Z4TBeAcQXv8HuEhSU7I70bIFM3fPfbnzEtcx5WNfuuQWnHy5vP5pSziYuwu57NZoUi4fR4yWxW8uLLF1gS6rqja2qauiErC+5ub8mLCUVZkBcpm9sV1W7Pq7dXZFlGkWZsHjYsT07Y7Xacnjzm//lXv0CrlJvrO9JsQlVXXFw+oWlc4cKYjqKc0bSGunIRWJqmtG1L13XkaQ5+ofR9R17ktK1L+ZZHR+y9EOa+rpnPnONt6oqrqz15PqFIE1Si+Lv/7s/4P/+vf+m6P5p24JbhonMXZREAeRepC8Vp3OrU+S6RAAccSA5Np1P2+31UQbTBxtM0dZhwLwOa06DZNuJLmmgQjs9SRDXn0PkeYn+HKa6sLWOtg4Mg9JaO1Kxxs4AlCIltNQ4a4s1YhaUwXINWAwwUQzwxwfcwRX/f8UF0MsgRIhrrGPaSuokc9MjRhHTxAOdQQ0O89ZhU2MlE9cCnigoC0VXSCselHEujH+48seKopB29HxycZVmo2so5BSuLIzZR4A24AwMmIqmt6wcdOivEWGKnHnZAXLQaFzxC6uvP3fsoVDaRkWNLpPF+6Jhou46f/ORHNE1FrhJs05Eox6PLypJ9VbN72FBXFdP5zM0uPZpjdEJWTjg5dRpw0/mM04tz6qryOzPc3t1isWRpjtYpk3zC+amTMy8nJSpLuHr7ltXdmrdX1yRJwu3dHcenJ76C6AQWV/f3dK2juCgLSsPp6SlpmjoZc2NcRG/6oSiAIktS+r5jOi/Ji5Sqrlk/bNns9qDc89RJgulbdrsdvVX88EdfcHqy8KldijFgjcaifdrm0iut9HthD1nkUiCIF7kckraK8ANRJOa+t89ofGaQ+MhR2r7i6qn7PDuiQYXh5pGt2cjxuIwhHW2mEpVK9dbI+jlYB96Y/LmGflNJmaX6GWcboiAyEouFUEwJjiyKbuNM7xAKeMenfOVP/y0eMnlIJT40lYG1xgwPbuS1IzBX4d4XY24hvhqGWYjh9uIUrRMtFKqDG1837AhxtSrcaIbJ9ANOOBBxhe+j8FEhyoHyJEACKgGl8bL1CLEzERpIb0L5XfSzrOcNiTxTKzQCI00zPj3x6Xic3sRFDDdBy0es/nqNT3e7uGUncdd3fn7C5cURb9685aHuWJ6fsDxekuY55XSKNWCUYvewY7fZcHZyzLTMuX5zRTmdcP74gtliRpbnVJsN9W7HZDrh7OQYheZhvadvW3bVjtm84PrtW+ZHR2w3K65fv0ZrzWS2ZLV+AAVVVXN3u0LrlO12T9c5Hl5eTKi7jrrdEg8ompQlZZaDl8tyBRiFTlOyImMymaBRTCZT2rpl97DBtg1pkpLolPn8iM5A3Xf0Tcckz/j7//7fZ7PZerlzTZKIPpsH4u1QHAubWuTEJCKLCwUuLXPPWqqyTde6NiZcG2LAb92TD1JECvedUj3IhIdnnyYOF0wz15ViCXp/Eq275HfcBSFHeM2dNChf26ZzuNyBg5F1CTbI1GNsKAQeprRDcQF6Ky2Ols6vxUBb8pu94OgcrL+vOj4MB+fucthZJLQW0DzGJ+II5bClSg7prdSRl7d2LEUT/+6we727Kw07GCHUj0F84QFJu5SNCgGH1xZ2V+HZ+Qi095FaHHbHn82BAYryAz5FGm6jJ/5GvytVWLmnWrtWnzj1GZMsHRG0azu+9fk3KYuCs7NT5kcz2q6jmJQkqauOLpdLyrJkOl+gdEY+mZLmJafHp/RNh7LQNhVd1/Kw2bA8PaWYTLm6ueP4ZEleDhXC3sK+aXj2298ymUxdx0WZUne14/eZnq7tef78FfPFEUmacn52ymw6JVGKZrunbw1da9hutpi+QylLXuRoBalWtNUeerc426YFFEmWkxcFSZJQV3vauqFvG7bbBzYPayyW2WxGOZuyXq/4+c9/4shJZnimTtnZR1bYkBUInoQHy4WcCmN6htIu4os7aw7HTsYblvYwSupb+g7TS7kuF+3HQYEIThAkk0Q1JqYzxQTc+LOlB/pd+xyvG3eeoQvHbS5RnyuMByXJfbIRFKOG35FsK1xjZKt/O1JUS6iYjHY1opLz6OaN9ePi94QFG+2KeA2p+FBauQfsK5bOqN6VgnHpiMZot5PKOYcQH4fDeCfaSsSnhkblmA8lUEP4Pr5A0fVDV0ZszMFJRU4Vn+JiHYn10IGOUmzPhJfv4s43NDXHKbgA1sZYJpOSf+/v/Yyb62vPe0tZLo6gN2B6mv0ea61re/KDfmaTKfP5guNzl0be3t3zsNlSZAlF4dQ8bm9vybKUm+sb3rx6w2q9pchy9rsdy+URX/vka6R5wcP6gcvTU968fkMnpNrE8tsvn/H0k4+wyrDZbByto3OcuqIoOD4+5vhkSZpotHbVa53lTOYzB3yjoXfRWKIUSlkW8zlZlmJNR9t11HVL4zG2pq7Zbnc0TcP9/ZpPPvmI7//g+6FSrxMdRVYEMuxQfddDFTzC20appB4KZsGucBVisfnQv6p4b/9z7IyC07PCKvApJkNLIXh6lSiJRFGV2GDqyd/A8Dt2WJOHIqrW2hDBKk8vkd81XkHHWveZFnGqETHaWhKl/eemPstxBUEhbx/6hb8dERy+wBjduOCX/UOA8Wg+l5O/q6gQG4q8phg7LEltnXqHdfr+WodIR9RIJPdXCnQkbx5HPzKUVqq08U6jlAq6cIMencs1FFEVWCceKvPxX+QYZXak9s36g7P336c3gR8Ur7Sww/ZCTh6qZ5KWCFNeLE9rHUQxLy/OSRPY7fZkRY4xit12x93tLdvNhjRP2e22dG1P3/aUWc5iMefs7IT7u1smZYEyjps2W8yp64YkdWP+HjYPrjc0TamrlturW+aTKTfX17x6/py721u01ixnM5799XMSnQKaNMl58eI1Z6ePKLKMLE2c9FHTkM8mnhKyIdGaoixDQSQvCrKsoJhMUDphs9uCxqkRG8NiviCfTGl7w3q74369RinFZrOl2ld0Tct6tWLftDzst/zJn/wx0n0zYCJjqhM+4un63vU3RE4JNUApwKA67TEp5ZVnmqZxQL6naWiUF1jtByZ/ZGsxB9RRguyQHWFD1c76DCNkEBHFSQoRjuohRQyCIs8QBAydGHin67ITkeWy9G03YgXEG/fQO65C5iRUG6zx/cOZj1Mk2lUBzxZ/8LcGg5N0MgCQ4jAOigtKDzdDqXGoD8NOgrURbsXAUZNQ2iM12u+2gqX1fU8jQ13EYP35BLSX3RhclJZKmd4aN9NBnKgdptQHDAOCrp10WSCf7SMhUWywEPBH653uwP3x0Ygl8NyE5jKM0BM+oNsBe9PTmT60wSA7q39/13Ze0qbj0eNzXr18TllkKK3JstRjeIqqakBrT7FxC/V4uSTVXvXCQl6W5EXGZFaSpDlHx0uyNOMbX/uEMknJEseWr5s9s9mcm9srrFKcnZ2RaM10OuH84oLXV1eAw07TLOX29g7TWzQpeTphOp1STnLy1I0IXN3folEUWR6UWLJkcORpnjE7OuJ+tQIUu+2WSZ5zcnYOaUHdtmB6VquVrw5vKMsJu93OySzdXvOjH36X2cQJCQxAvQ39lcZaWu8AZYyfRG6HfEkZ0zdsTs7mB+zXP/vgDd/txokzm7BWnNFFG1hUbbdjBRIh88r7ZIZCbwdFGu03SxvsahjK5AYlebjHX6OyhMBBspbeS4gphkhTDpFYErJxmGbvr71rWrdOfeQ5wp6/yq985U//LR0Kn15F1b0QcZkhRQsOARtubtyCpRjA+ZiHZq3jGtG71iYBSGFIG+RzAU8STd20cBUbg3tIwdkxtI/4bcgZDw6Tc+0qWXDW4Dd7v+PhH7Kr+kqzs5seH1S3FH5E3CDVHCLSKGgL+Fyc5viFJ1GAuz4z0s4bseKBPE1Js5Sf/9GP6LuO16/fst/uwPQY06K0Zjqfo3Dv3e33lEXBZFrStg1pmnGyPAZjKCcz5oslR0dLzi8uwFq6tqZta1arB169eutSyFRzdLzkeHlEUhZYC8dHc1qrefv2Gu07TrCwr2pWqzXFdML9ZsVkOuXs5JJEJ0xnM548fcKkLDCto2GkmeuN7duGMD3MR855nqO0om52LI9mTKYLTzOxXFxc0natU/7dbDg7u6CtK9b3a06Pl3zve9+lMz29dQO6OzNsKq69qqfrG7q+wZg2RE8DBjzYpuBTUmEedTNoVySQZx0XjWKsVVLdEOHroeshjA1UwxSqwxTXBhvz1BAJMLzydKycLas2tJhF1dFYOCDRCanI4/sUFEAGOo+uXakg9OA+rxuRlGGQa5K+VmDQdvwdxwfh4GBIB4UEGTCqKLUKU+EZQl3RWRvmDXQyqkwAACAASURBVIwpFcF5+lK3vGeEO0XRn1Leo3j+khrl+b707gsJgkuY991kpVwjt5GBNzgxTDmXGpxrElX+QkndjIUGgyig7IQh0iU4NnFWsdMa2lsIqQZ+6G9M6tRao9OUpm158uQxszJlvjhicbxkvpiRpDlaZzys1uweHpySiL/3WZ6y3+/Is5zbmxsm8xld31OUE+5WK+7u73nx8oXr80wTjk9PcR0FLddX16w2W6qqYTqd8frNa06XS/JE8+XLlwPPyi8opRW//OUvmc5mFJOCtqup6z1FVpCluatWJxnWDxG21pJqReoncTm6iKLIMqp9RZJlVHXNJE85Ozsh0Qld5zoD8iJnPl/Q1A2r1T1uLimkueJnP/s73qGnQyVcD2q3IwFTpSOS+pCZaK29tBeBwtO2TXBM4AMr76DCpnqAUR8WzmL7gSE9PrSrEZSCi6KkYBYEYqPU2imUJEhaGfe7hpkgAYlRg7PyVWAVnPO4mirnj4MGgZ+UUg4O4ED5t3fOP/nX7WT4t3FI2CsN5KKaEdo8wFMgVMAVlIxPkwfNmAM04FvjuY/4h2A8rSIc/gEM2vRRBBQKBIN6gcNSopTXekxAwn6lSP25QkocjNBiRWbcvDtdKMxe8A84SxIElXQGPagvGMZNyIc7OwwtWdrPc3DTnHyqLVVh3Ei+qq754vNv8OWzZ3R1zXzqJMkligAvlJnkGEAlmpPjY2azGXnpZJParmNxdgp0/ObP/4KXz35LgsJYzdnZJZ0xVE3DRx9/xLSY0O73GKtoqj1HszmXTy/5/Dvf4Te/eeF160BZh3/meclf//Y56/WaIitYLpdgO+p6T5JpdJaB7UhSQ1FOyNOcbDJDJynTycxtiL2LmhOlSaymt4qymHJxdkxWJNw9PAAwnc18+iaUkJSPPv2Etu348Y+/R1nkaO0WmjNdF0WJxJHykr+HKWWwe79YO18ldlmMt19vawJzCBgvHSFSZZXzSMErdhoWP3PXujRSnjcw2uSxFiXyRbGjYZgREsvfO6VnhVGOzC7XS3T+4PiUDqm8wEbmIII7LBQKZ87i8HGnCuO+c6KleX+YDftVxwcxFzUADNGC9ACbay5n6IVzZfnhhhnjKllCnFWRAxrdPB1RLcBVLj3WlibpMOs0TLsfwmrBvhLPThcj0FoPA52VFw+MHJlEkRI9JjJzFIVVTrRQ+d9LtfYtSgmtacn8AJjEG1DqIxJx8NYDsWgXkYUCgT8kVZXXD+8HEAjUCm+Ypme5WHBxtqSYOuOcFAWdsegUJmXB6dkx6/WGpjY8bB/IixJr4Tvf+TZFWbCvG+7v77BdT1PtObm85Gtf/5S6qnjYPmBMzy9++QuKImff7EnLnEk5YbqYk+uUrrPc3NxSZgXPn79yU+n7YTNJ05SrqxusteyriqIomM2P3OYHFDqhqSvADZgxSUprOiaTCVdXDyyOlxiTMs+OHDzQtxRJwna7ZbaYs1wecX/3QLXfom1H17bsNg+Y42OqpiZJU4qLM548fsT3v/d9/u9/+S9J08IB4magjWRJ6sjCUUV7JMVtXVSe4HhsxgzEbGschpd4VRVJVR1dyP+OcniVWzbeaUWRnGDKEg3Kxin4rhQpwAUQEo3LmEBZQ4f0D4k+A/3Dk+cTNcx/VXrA62L8Dyl6vLP8xxuyYI/G8z5jZ+wi5UFY4/cdH0QEJ1jUiOMWXbz21U53o+SLHgzkUHGE5FNCAezxvXgSPvs/o11MQmap2ioXsSXR58m1xUYkMkrWWNLEESvlZ8IFku+gUaEIoYiG6KgoPQa/Y0m0phwVRH4HkYAaDDUO3cUoD43zMIWR1rf4hnVtyycfPeHR41MX/ZQld6sVm4eNT50NVdWy3+9ZP9yDNSSJ5uj4hLwsaBrXv7m+v8f0LWmWUZRTVncr2n1NvXX8tG9/+9t8/PHHLBYLLi4vKCclaZrw7Nkz6trJL6ES7u5XjoahhgZsay2r1RpjNGVRusWf5egsJ8sLsiyjnEyZT+bkaYJOwPrUtCxLbG+otzu6uiNLUuqqYrd1mnVlkXO0XAKW66sruranLHLqak+SZiyXx4Di5vqW+/s7/t7f+xNsb8nSBBtxuGQG7iFeJhit0Id8DTFEOmJfOoDzysusa3d+C0maejL84RJSIzxaPhciTpzYpVRR/WYsatKD3UbctyhLkp9r7dR8w+Ye43mmD/ptQfRCuWhwpKAS3Zc4+whpafS5cu54Ax+3Iv7u48NwcBCqTYd8HtG3B3ECLnqRP2EyEeNSuQLSTCZuiWMaGnjjlDHmqYmjk25RqWRaBg4ZEErmA14yVK+Ur/IoH1K7h+PSEPk97eknCueIO19tNT4KlH6+vu8Cvij0leGjPH4XvrcvpUfGEhv7CG+LdkQp4JAofvZHP0XRMplM6dqe+dES5XGqJMnY7fbkReksRyvmiwVn52dMJq7S+OLLLzF1w+phjWVQBqmqPauHB/CT7i8vnzCbLPj255/zrc8+Y1qWPH3ymJcvnqEUPHvx0s8cIDgGiVyrqqHaV9zfrehaTwdKM9I0oygKysnEYUV95+I6b0+TckLf95Szkrqt2VWVK3Ikiq5rSJRr1k/SjM12z3Zf0xoop3NOz065vrmmbmratmO72/HDH36H09MTnJqIDs/cYZ8H0ZSXvBKblE1Oig1aD0IRcUooNufsM4I7GDZ7WTPShzykekbguwDs975zRzZXpRN0Msxt5WAdxpXXWNEjOCbvhEHUdX1l2Ov5GZ86977CT2yD2qWfwkmN+3FFgODdtD6if/0NorgPw8Ep/NBhR/wLntwOgoBAGFHmQHl3U1NfFYubcUe7gijbenVSwS4Ee4KBdiK7UWt7OtO5SqYA+b1zQp0HPLEMskjClbBxqX7cS+ewAxWycedUeywd2D5EJ8Ou2+N2WMcBkxkD1g6jCbGMHrCAt6M0NPqOwzAf31MoRuvTjKPFjMePTvirv/gFX/76Nzys1mgtkYnm7ZtXKNwMBmU1SqUsl0s0PX3b0rUdL778LfvaDYRum47pbOom1a836ERxv1pRdz0P2z1ZmtJ4wcl6vycpCr7/4x9STEpubu5JlCsOiPOQxZEkCfuqxqJIs5yucdywJE1JdUKeaLq+ZrPdYXs3d9QoRdv3aDr/oHqqak+eFZR5TtP2rLcbFmXO0XxG2/bsthu0Ssjzgt5Yzi8u6XvjK+yao9mUH3jSbyeYrN+4pOIfRyuxE3HFLAuMm9rTJIqMfFXS4VDDMBZ59uLw4sHSMXivtR7EYoel5qhTVnq+W1SEEfbWVYatiiq+nscpXToxXCS4XQhMIKw598gUBhOGiotghtwfg9y7SHNOnH08nF2ctumJU/Pfh8F9EA5OKB1t25GmWVigcVUQ5Au5FjdrwzIPji2OWIwxnhLiZYqiUBp8NdESBjrDUIFNPbYWJscr94BHcw5GuIF6J0KCASsYZMzHfXtuJ9QolQzgf0QbkO8WFw5iQFZ094fvpYMW1+HoRGutb53pw+uxgSgUl2fnGNXw8de/TlFMmcym9FrR1zWbe6f60TUt1W5Hb1wL06QsqauGX//6N/R9z3y+QGmXSqVpym9+82vu7u9IUk1RlFgDfWscrmV79rsdV7e3WJXQds7ZHR+f8frNNSgnP+Xu1xAxG2NYrzY8fvSYvu+o65r13R2mqdk+rKj2W+5u7/jVr3/Fbr/zzsRQTgp0lgOK6XTKcnnkIofekGc51iboNOX0/DzwI2svndXWDcq675znOXVds9tX/PCH38MaS5ZqNzi761wT/EGVWg5rvSyXVDMlevbQyMhxyDPHbbASiQ7PdoBMYqc22IlwRQfFZ50mqMTpGGo7YMAB3jCM1orguIfdF4epcLBXxmmjQEtCzRIYKKhWGxOYCol214VM0fOvDyMzGTnXeAP5XccH4eBClBNRPmLPfFhxUWroapAFH//cWhHyU554akc3Q0LhOPJzF+IBWzM04wuOJ5hIooWmoqM0145u+iH+VfheR/z1CFFRK5eSBHyPYQEo66JTiWLF0GKHKcYu/DhHJDWhdSrGgcCnzvr996yqK/7wpz8CpZjMjkgLN4Pi5vUb2qbm9uaKumrQSUoxLTk9O2N5cszRYu609ZOE7XbHyckJy+VRaK7+6OkTyrIgyzOm0zlFXnD1+hVvX7/hV7/6NVdv3vL27RVlOeHjjz5mv98xnR3x/OVruq4Pen2pHg8XefPmLdb2rNc3gOX5sy958fw5Xe8oHbv9juVyyeLoCOXlt7frB+7v1tjOUG231NudB8cNu90DfVuTZDllWfpqa0ffNGRZyturt2y3W/rWEXgznfDi5Su++dknnCxP0IlCe7s01lVpD7Er+X+aJB6GSHxVX2bUtiOnITYhdiYOPrSDYUc2F0MtQ8FNMiIVqEmm7z2+57ojJDJTIQM4qJoynu0avxb/3iHeK0RdeUegc4k9Msx/SKRwEUMrB/dCcExJbQ8La+87PggHBw57yosiKCBI21S8W8Q7VRzNCHAqkUlwJF5qOfwMOxpmAfjQeEgBBXjFDDtGDMbLbEnpIRWnNAJmrUUxaNwLK112S2UJNBRjCClLAHQlXYaBvBmlv3FFGDvo9gOB5qIYvkPvh384D+e/n7UBO7HWkOcZP/7RF8xmC1SS0viKWN90WAxpUWAVtKZzdIs0pcgLlssjmrZlu93RdT1potlvdjRVQ7XfUTcd69WGL790BYSXL19ye3PL1du3LBZH7Oodx2cnJEXJ9e0tq7s7TAd13QRulUTQ1kenSitub++o64rV6p5XL17Sdx060dzd3XPz9gaMezibzcbDHQbTuzmqxWzGdLEgzQsXGWrlsDGHkHB6dsbR0Zy62mMtpFnGdDol0Ql3d7dsH9bsdzuOj5d88ulTPvv8G9RN456jdhVU6UHF252vdIWKt+su0a4zx44XcRyl62gjx6etvQfxJQUEhsJEhG8FrqRSPvPxnx1lRFIgc3YsVu6jep+aulYxG0ZeEqevYV2oAHkE2CROlaPvEa9hwdUDBcuO11P4HKVIM4ezyjr/W9WqBYq2bcLCDsZxEH3Fu1UcxQSdN181VbJb2eFhSTXVVViHBnbHhvZtIv6Bx6G+MRZlo52JAUMQ7E1+5qqTY5WPodJkQ6oR0lg1VMQc50oNKgqRIcjfvW+tEhqIe324hgHvGzaGxN8biLBGIwOzNX3X8flnn3F5eYbVCpTBdi1tW5NkKQ+bNW3XkWUZ0/mcaVlSJorLkykniwVNvaconLO7ub0mLwqKIsd2La/fvOHu7o79vubFy1f0pqftO9qu5y/+7C/o2h6N5vrtG6r9nk8/+ZRnXz73emhDoafztAZZUjf39172vEQpxeL4iIf9lucvXrLd7NjstpRlSZ5lWON6euu6YjabupYyD3obY9BpwmKxpNrXaJ1wcnJCVhRs9zVV01I3NdV+R5Jo5osFu2qPUa7rQ9Hzsz/6iZdQHxRukjR1EZOXv3KKylL8GRRqQ0bi8bLh2ahAh4qVeyWac4ve3wy/oce6icqn2AL/xJGVFJZGKabSI25dWIJKBews8ZQi5a9dqvHxeUd2l6aDGrXAOMlAtA/FDBMFCNGakbS4l35qa8OwdEeKbv92FBlcRUjTNA1t25Kl6SgkPsTh5HW5sUGKW3Yz/3AdzmaHqhMueiLejaJrCLuLGqozWrACZYffPdiJ5LUYB4yrWbJjx5VaObdEa3iOXEixlRQDbJDZia9puDeuKifzL+MIVs7Vdp3f9eJNwf2/Nz1ta/j8s0/41a9+Q9d23F69YbO648vf/tZX3izTSclsPifNc0zfkWYJl48/5u3bt7x8+ZY0Tdg8rDg7O6fpe66ur9lsdyyXC07PlmiV8NHTj3j06IK6qqiqhqKYsNlVXF9ds16vqKo9XWf40z//Cyw2VJDDLAkPuxpj2e73/PVvv+TqzTV5njnKSNWTGk1Tu8lcZZGTpSmma0m0Yrk8ItEK09VY02G6lrZxg2Z2uy0Ki9aKpm04PjkFNJvNlrqqSVLN+mFNkqZM5wu0Vtyt7vn1L3/DT378faaTKaLeGxj+fuC0cBiFSG76PqSjxrqsQCIX2XAlUpf+TG/8Q1qoh8b3JHU8ThHDDBvdSArsXazqMAJyabkJVVtrbWjtkiMIUkQBRlBUiSI7+TxJS3vf1ibfre/c5iI4sthq7HiHbqOhX1zs/PfNQ5Xjg3BwciSJU82I543GkUrMK4qxqHg+gaRowjvDeCa4jYoI6UAfkVDR+BQySbTH2fzve3xrxF+KMIfD6/xduItUY/0bg/5X2G0h2tHH+m+H4G78OYdjEZPEybUbhh7aQ0OWSlyi3cCWPCv4yU/+gCRP2dytWN8+0DWGrunJshKlEsdN87BI1/cs58ckacpsseC7X3yXvm/ZeSLv29dXVHXLze0daVZQFIVznLdXVNt9qP6ePbpks33gF7/4K6yxVNWe0/Mzvnz+EqVTQvEm+tu95p7r3WpFXpZsVis2qxVd01E1DaePLignBUpBUzdU2z1911GWE7fRJZpyMqcoJiiUm/NgDLuqwnQdfduyXC7QiaLa76nqKqh4iEZh33dkZc79/YosgT/4gy9GDfKhI8YOvZqd32jCjRRbilMxCPpwTetmSMjzFk6l4Gh934WIzz1fK4nPANcwZD0jXpyKWqn6YUBNmKUAA0YY1udgR1m0hgTvNdHc3tjRxUFKomUAtSyF4TriIzjqgzUfrwc571cdH4aD884KH6oHkB9CxSW+YRIVSbQkHB/BtoQS4k49CANKSO3Y5l7d1TtChScDW8L7gKF1xu/ASeKAf9s7tdJDMFYiMZQK5naIOUgRQf4vFdu4TQZwWI7WIaUN3xkCLhjSCy2O2KmbpDoJ9BuVxLvqoB5hcQvxs69/jfOTIzb3t7x+/hydaNJJyenZKW1TudkH+YSm7zGdm2mwPJpxfXXD3cOWJEnZ7yum8zlNXbOv9pydnDol3/2evjccHS/YbDZYFN/7/hd865tfJ1ea49kRjy4u2G4fMMbQ1K7JOjtwyrZ3IgnKK8Tmec7zF2/4+JOPuX94oKr3pGXC2aNznj55zMXJiaMTaUU5n5OVE1xXgMXaxBVGUsV0NvWKvjWJTtntd2ANi6MjytmUfe0EOzfbPYlO2O0ewIDWBbnOKSY5V9dv+aO/8336rnMRomxyIe1SgYrjbMlFLTKZLbZpgT+MMaGlTtLMQ6w30D/8PJEkddGWwW188eamlUI0aIRsHjMVwvk9GCdUlYAfe2cSNOJ8tOY4BCp08MTfZ1jeKkRtQU5JjQMAiAojEd0pIZJokt9VUZDxe1zLh+Hg8LuFHYQvQbz2eF7kCEtQB4M1JBoSHE+Nb/q4aDGU2YfPGoOmAegfRVTDNRzukGH38riKVLvi65XrOYz04u8TojMzBpLdLzm+m+zQXdeFB288liiHsQMG07Wt4xR6DENkoPvO8OnXP6I3HTdv3mC6jizRPHp0yWQxo2ka+tY1xe8e1uzWdxRZyvLknMlkyna95vmzZ9zd3TOdzNhtdxzNp6SJ4vLRJVVdYa2lnE5YHB2RpAlt25FPCq7vb3h79Zarq6uw8H777MtARo3J2DFFxH1fxcPDlvPzczehqzeYHialIyh3fU85nXjHllAUpQepExLt03WcU9C+RSzPC/b7mqZuOT85ZXG0pG1bej/msDeWtu5cMUK5iOr09IyjoyU//9kfc3525ivuQyU/Vtmwkf0pJemqCamnRODimBzZ9d1JVEmShFmjsVirMb0voLlbZMww/wEGMcv32Vtsc7Ixiw6dJDpd14UU06WM3vb9eEDDu+rCseQ/isC/k+8TC2weOkdr415aLxfmCx6ha+Or3cqH4+DEcGWw8UDfsIHuIKAkDE5FydOMHprsTlJ8iHP6UeTnq4+9jWY2RNVb2fnimx47qdipxv1+8eI8LBTI4cJvl6paBcY7HuEAuev3JfZDxxfC93cdMozVJBSEa3L3VwWwVikHHH/09Jzrt2/JdMp0OsPiKCfSjjObTJlNJ9RVhWk7L6mkmU0n7Hc7rm9uePL4CYlOqKqaNM9wemE1eZZiup79bs9sNmO33bPdbnlYP3C8XIIyLBYLppMpR7M5v/nNbx3OZwbprBjP8V8Wi+Xq+oa6qvno6WO++IMvOD45JvV9pXfXN2y3ewfQiw2lGbPZ1GnvGVc5NqZ38lh+jqoxljevXpAlio8/+giFYn2/DjhnlucBQ+tNz3azZ7erePz4km9967OBxBotPeufo8NcCXMwROklHsSCdfSg1BeKdGRb8UZt/HcQe4zXhSsKEGx+dO/8vw8xrMOU0r2mhoIEY+5b74tUUn0VW40jTFmfATeEUECMOXbxujr840RDu3BNcYHvMAJ83/HBODg3HCMdQuE09dygPhQDuq4b7TqH2JI4PXy9QfmQX34W/lY4FV0GiEGMPo66nFHY4HgVQ2dFvOMdYmQjrk/0oMNDcqEjvY36FX0Xh3+XE6aMcIvwvaPiSFA8iR+yD9/TJEUBh0Nz5Jx5lpFopwTyza9/jdXNHferBzbbHb2Fpum4u7llv9vy+vUrur7j9OyM6eKIvJhgjItkdtstb9++pes7HtZruq7j+vqGZ8+euZ5E36KWKsXD3T2ruzuqqmI6Kdms7lkczd2IvN2epml48eIleZYN8jsIUN2Fu6OV03JDKe7u7rFY7lb3TKYli/mUttqTZzl5XqCwNE2LImE2dbNT83JCWZZoLEWWMJuWJL5dazqbst1uuL264snjRyyPT9huNhjTs9luWK3uqKuaLM1AKWaLBeVkwvphxd/56Y/o2hZwmcfARSMs5sTzt1xP6VipI96AD23s0H4czKI96B6tAx9pxTBGkiRhmI2NbC5ET3qgWsmm6XA+E9R04u/iYwFvbsp3RgxpbWxv8jm9b7sLjtoOaxFPPXlfBiXN/Ic/i1vZvur4MByctQHrgqHyorUKoGTAwSLnE4Olbjo7IFp4CrREROFjhFvmnYkF07vPxri+zkTwO5+Otl07UkWVQsNhRBf/X75DbEzx78oRcDcpQSnHNJeHLZyn8TQxwv1QPgLQXlPMeo896L+NKQKyI0o3Q9u2fPOzr7E8mmFVglWQlwXL2ZzF6QmLoyVaW07Pzlgs5uyrijTLOXt0wWwy5/mzZxyfHvPR0ydY07M8XnL99q1TRqlaus7QGkvTdfx/1L1JsG1Jdqb1uftuTnub18Z70UdkZKaUUiqVmWpArTGhGVDGDAZMi0FhxoABMIIJQ8BgQBlgYFVldAYTuhIyiioJNVWlXkgppTIjMjO6F6+5/Wl3687Affn2fd7LjESFYaFtdiPuO/ecffbe7r58rX/961+b7Zab1Yrl0YLJdMLNes3R0Zw7t++Q5zmLoyXL01Oub1ZhnAOVx/lFpzMRJlBxMQGcXV5Q1y0ffvgxz54+pe96dvuG2fIInRc0Xcvi9ISsKOnbNnQoa+n6zjeLVuC6lq5uonZblk9oOsukzD0tpG64vrri+uYG5RzVboftLcZ4I1cWBdvNirffepPM+DDYz0U10CyC4YocJocvkZJNmeczkOlrh5jWIBIRemwEZWCjdWQLpF6PSz6rknPL1BM4R1lCeVji4aXUpZDgSDfWLITTL4pWRh7ZwbrwnfOcV9ZJMr6C58XWBcnaEsxZrv+vTJIhGqpRWcbYHX2R95b+nueZ53VZ50ULD7JEQALK+mypDL4wo2MZTHj3WG1VRScrDRkjQByu87AZR5r9HW5ZQNJxWBDP6/kDET9Ld8bnFEREBlsp35m98xwhKfCWBST4Sdd6flHbtnz96z/JdrcnzzOKPKfMC5TRbK6vsc6ST2bMFgvariHLCm7dus1iNqFrGnabNZlSKNezWl9zdn5GXk54+MorvPHmG7iuYz6dce/ePcqyZLvfcX55SZ7nLBdLOucpBrPFhIuLM7rO0lufNJJqE+n5GZ+Rc8kGmLFZV2w3FXdOjrl1ekrVdmyqmk5nITGQg8OLU+YGXEe921HkOU3TY62n0UwmUzKtUViOTk84u7ygaRsePnyI0ob9bo8CqqqiaWqePn3CZrOh7zrW6zVKGV56+BJvv/2mVwUO8vXpeMdQNHg00pxcDJh4OnLvwAhDk/GP0uduKMSXTHP6XpUY1bTPh5xHp86DGN0D4yrRFIwZA7Je5LvS+0wTYi8KQeX70/XZdf1zc1zuMRsJD4yrNT7t+GwYODeA9IJLDAOQElrH8f2hPEzX9nRtN6JkCHaiTJABl4eIiz0FUoVUgN71vkBYqRhqpDiKnDPl76SDdhg2poBq+vdRyJoAtFquOd1Z1YDBSKY2La8Bj7VJmOBxKiKtQbw96zyx1TnHfDrlnXfeoGp6JkdLmqrm4tkZT549pV5tWB4dcXrvHmgDaGbzKS+//IC2s3SuxxQ573/4AW3TMJ1MaJqGe/fuYXtLWeaxQ1VVVSyWS45PTnjtlZdp6i1VtWM6nYODi/NLprMljx49o217ettFb1s8ZxVwQSFv97Yjy3POL684Pr2FcjCZzsiLgi984QvM5wsmZR7u3XB8ckxRFvSdL8q3QNPsqfdbqtoX7l+en9PXe6rthtxktNWe5WJOXpYxI7zfV7Rtx3J5xHQypdrvWa1WgGO/u+SXf+nnqauGoihiAsjh9d1cwKzEGGWJMERU8A0hawoppBhbGtL6vw+b/oCdDZUMMvYkWc7UqEq0kBq2OF+S0DA1WDKXZTMfGVU1GNrRJpxcvwtRxHhej6OhdMM/pInJd6Xv+37HZ8LAiceUeiep5U/Dv0MwNB00kEJ1FZMD6QAppUJfxvDwA43CMWAkSqmYnpfwQtLiMXSUXSYhzh7uVnIchh+DdzdkOP0P8bNRR4uhaUmKOYhQgCz2aPiT75YQ90U7usO3N3zp/j1uLs84f/yU733r23EhXjx9Sud6dtst+/0ek2m6pkUbygZmRgAAIABJREFUw3TmpYiqpqGqatq2weS++5ExmjwvaJuG6+s1TdugFGw2a64urnwGTTn2uz1907G+WbHd7bg4P6csSs7Pz+OYiQrGoCoRxjN40j1e8vzq8gptFKvNhsuLS4qyJCsy1ldXXg9OBeA9y0AbFse3uH3nPs6B1oZbt+5QTmfUbUNWlnz7L94NoWyPQ5OXBWVR8OzsGfuq8gq7eCqGaP8VpTd0N9crvvbVL1NOc48daxkLH8ZFWSHtA+y0CiDNJqokSy7Jr7QPQRru2l5ksvTofENoy0jqKP5ND+FemhwIk2XsbcXMNSOv65C/JmyHUcSk9ai1orU2cttkvUqiQg5ZA3K/EoVEQc1kjv8TGzil1H+llHqmlPpG8tq/p5R6pJT64/DzLyR/+3eUUu8ppb6llPpnP+386RFj82SncFjvQChLbwe9qNENKhXBSnGfU88L8EAoAyM6dtJKyJvxvcFjGBmIF1yrSq4hepwHFJA0i5XugCYkOeT9HrIZDKV1Pu3edxKKDLuxhDkpHjHK/Ca7txhl2SWl7AZn+eIX3qbvOmbLOVlRcuf+fY5Pj7n/4CWfpTw7pw6hWZbnHJ+cxMbIZ8+e8tGHH5BnJpRmTTg+OcU5S9M15EXJfLmgKHPyIqdpGpqmZbPakmlfmdHblvVqxaQsefXVV3ny5EnoKj/QIGRT8HQKn4wxRpMpg0Gz3dV0TvPwtVeZLxZYa5lOZ9jOE2EnZUmRZ3Gcy8mM7W7HbDZFG8N6s2O33dE2Nb11FLMpnfWVGB8+ekRRZCxmM7bbin1VUTUtnXN0vWWz3VAUOdP5nLppMDrDGHj55Qf0fReEUz1LTCsd5b/j/Eg3o2Qj6vo+wbxcpJKMVK1l3gQp9YAuj+Z8XEeo0AN22GBTQyiTe4huxvMcNxTWyxHJ8uH6JWw+pDm5ED6nRlQ6xEkNrGT4ZT0657FEK9Lldgip04TeD3P8MB7c3wL+uRe8/h85574Sfn4l3OiPAv8y8KXwmf9UKfWpNRUKQlmKfu5G4HmemU0Wr3OeOJu265MMEGHHH7w7/6CjLBGBBJy40ocPTjwkFzpTtX0XPUDBLNJQ8xAoPsTXDu9JUvbixaXv7fseyfenYTAqyUTZ0JlcFpNJMA8GonLbtrEHRKYN8/mMN15/SNc5yDIevvoKx3fvcnzrFuv1Cuccp7dO2e/37DZbUIblco5ta1CwDb1NiyynbZvAslcsZhOKXFPXe66uLtntthilqOs9N6s169WK23fu+EY1O98U+uWHL3Hv/ktcXd/EMZVa4a7rYvbchHtWqJDNtlS17+Rl0Jw/ecpH3/0e33v3O1RVRV03rNcrFI6bywv6tqVvGyaTMmaimqbBdh3z+Qxcz9HxMU3b0/aWal/TVRWTsgj4W+1Dwt76ssKqpg5lYdP5nDzPuHV6xC/+ws/F4vQ+hNVO5hJDpILyBlugE621lzNSA0M/9fzTjlgp7kuY01ligPz3Sb3084oeMbseWAcS+srcOcycHhqv9LoO57l8TzqXxxGXiRvtUN0xUFzStZRCLIfKJYfc1Rcdn2rgnHO/AVx+2vvC8deA/945Vzvnvge8B/z0p35KhVRz+L3rugG0t+Csr7k0OhsZIK298ohOmPpifGLvTyVZpDELfAgfXlCMnIa+IUxIteE4eO/zt/M8Ty41goeTZzB6A7/J42s+lPW8qYEsmYxN7MokoUzTtrGFnWA9cXLgmfy9tbzyygNOb5+w2VSBL4hPzADL42NMnlHXNQrYbjYslktef/UV7t27w3q7ZbfdkRtDU9UsF0tM5ntIrFc3KCybmxWTvEBZR73dMckL9tsdXd+yrz2WVWQ5bb1HK9huttRNNxIePXyWMFAOjDFkeUbdVDT1HhQcnRzjtKK1PUdHRyyXnoLSB6GArmt9OKd8n03PNYOiLOm6ns5atrutpwsZLxu/ur7h+MjrxvVdy2azxtrOV17gUBrf/MQ6qrZlu1vz01/7KpNJQawhVYq2a4OMld+0ZCPqgnSRQAd11wW2/xD6vWizjGFgeF72AN/FObTkmsO6iBCQ8711nR0rRPehDjWwzVBK/j9cg2ykfv0N+Lh4eFmWxbUiNaPChIjz3w1JEUnsSaSRRjqSRY0JwBGmeBBWf5/jnwSD+9eVUn8SQtjT8NrLwEfJez4Orz13KKX+ulLq95VSvy9dwlPjld5olmU+hZ/QHtAqSnmn3bZ9PWuGjXCCG/VJlddSo5dmQMUADaGkjnicUkmmSSSZksWYnscbW08c7mwfd+lRCJEsXptMVmndpvwtDQ1vg6GTNL18h2TDlANlB+20QwPrcZge7TTawcePHvPgwV1yrSnLkrIwHJ+ecuelByxPTsjKgq7taNueo/kCkxW01rE+v/C9WrVhs9ljgb5v6draY1Sd4tbd2+gsZ73dcHl9RT7Juf/SHbIs5+zZBW3bkZcFp/df4rW3Psfv/P4fxILsOE4KdDYO60bZOetoO8f5s3PKLKOt9yzmM+/tTAourm/YbnY8+vAj+rZjv98HWaWC6WSGaxrKUgeyrfdyVzc3nD19SrXbAYpd48PtvMipdnuqzY62br1Hb3uqquP87CkWx7SccHN9w/HJMffu3vV1zeKRBb6YEYVpydAHKAS8ocyVilJLYpDE4+qDeGsc00TjDQa+WzSCtg9gPoi6jRTqA6Peqf5vXjlYG4NTCu/cedmvmDBgqLZIjabI7osOnsy9rreBqeW9MWttFMGIa9wH8RjtoSWpXpIx9z2ExxnpQ/GN73f8ZQ3c3wTeBr4CPAb+A/nuF7z3hVfgnPvPnXNfd859PcrEuAGwl4tPXxfPR1x1pdQY0AzvUcmFSHiQZotiKIlgePGa4nkOrnX0XS96qIev+8+M/3bo9Y3xkuE7R1ie4CZhQUi9bUowlhKs1I1PjVt6D1le4rD81E99hXc+/xb7asf11Q0312vquvYd3Z0PeTabNU3XMjtesDw9wtqe7W6HNlmUEz86mZPlvhXf1dUVm+2WzW7Lzc012+2ay8tL9lVL3ba+ocxqw/X1CgscHZ+ibUZZLvjow0eUQRocGHTFEvxRNqYBP/Jt7dbbPabwjbozrdheX/Pk40+YlTMshrZpePTh+xjl2G3W9OFa0IFS1LYo16OU4/TkmJOTY5TyRfi26zG53wDqtmO7r9jtd9R1RW8Vee4zs1pCZwcnp0vefvNNuqbD4SW7UUPmP52r4vnEja4fh4HPceOS9WGDWq5sjF7OezwH04gBksUoxiOpz06znqJRJ2spxYnjeXsbOZrWDvNv6PehUDis7b0UekJeH4es0vdhuEahykSISLzTgD+/iK3wouMvZeCcc0+dc73zPvh/wRCGfgy8mrz1FeCTTz0fg/GRhhXK6NjsGIhusmSLYOyqygI22gwySeH94oVJWZQSnX/ny0A8DuAStd3B2B1iHemEs2HXkqa2ch8jIDTo32vUaKdNU+mHk8sGzbchlHZD5td5YqQIbnZ2kEM/5ObJtcghtIQ813z1q18mD/wulGZ1vWK13pDnhv1+R9d0XDw5Y3V5zWK2YD6f0rUtm/WKuq7RSvkEwXQaDe9mtUZZS9t0dJ1lu9nTVL5beVkUuL7jaDnjpQd36XvLd7/3Ed9+70P+p//1V3n85Bl57qkxcWE56LtBaoeQXZQ5I+0lP3r0CTfrDR9//DEfP/qIfbVnvV7RVHv2m2uc61mvVvzZN/6cZ5dXvjLDOlabHXXtqSy99a35rq+vvVfk/CLa7/ZgLdPZDKeg6zu2260XuHSOrmsoyoKm66nqBmMyqs2KX/rFn6dumthTQqg/Mk4p1+0wcZDOs3Sze27DCqVUWuGrQZMI4TC0j+eWvyVUlPT7QDKbY3K9JP9wjOCe4XOD4SuKwjsh0SaP+asvCi0dIZkCg0cbEmneuMkaYZSF/TRF379UX1Sl1APn3OPwz38JkAzr/wL8t0qp/xB4CLwD/O4PeU6/GNVwgzrtghU8KGNCv0/ls4JOdpSAu6XieT7cI7Zxg4Fz5ixxYFTQelMEYBbBBFXEe1Jjo0JvSu952iSLO5RySTgrJ3aEgTkIgcXNc8kkl3/7b8N/l2i9RSwuhKfOkQVeW98Nne7H3qJChUXbNC0/9pUf4+TkmI8/+JBqv/NhzWLK8ckJ+2rPRBluVitu33/AZrVmcXTMfDFnv9nQNx1ozXyx4HbvF8D52RlFXnDnzm1ubm7o8B5dluXMpnOUgjLPMMs5TpX8xXvv893vfUhbW5quJSvygeYQMqbj8F2woXAffU9rrW+IrTUffvQJf/u//p/JQ7lflmc8vH+b3jmMajFoMMZXZpiM5dExvbU0TYXtFVmR03cWk2myIJBpnaXTHY1u6G3PrVu3+OCDj7znF7yXarembzR5OaGcLZiWBdvNhjIzfO7tNyjLwodbrg/e4lB2KGMkoo0x0YTPjKZzJG7exgwinTGLCp21MYEmm6xzQeg0Oa/WXhbcaB92yneKZyldueL6STxn6RM8FMoT4RQbvsuLbjq2+51P5pkh05rpoTzMXw9hHfpxNVqjMxUSSnoU/Wijh4SeHkoaU2fn+x2fauCUUv8d8MvAHaXUx8C/C/yyUuor4ZveB/61cDF/ppT6H4A/BzrgbzjnfvAVhCO60NZFjk54BPGBKBUIgviBjpNCuVjGE7YYbN8h1BHregi7Utf3aA3KDZr3ov6hkMYXgyKq1gP/yAOyHhzTstiUHnYU63DJrhueSUwCaFScgH3A5VKXX4Q6D5MgEkIIJ6xzfSzzAu/lSDmNiktIxk/CHML1NLz11qt8+MH75Jlmg0W3LaehoXNeFPRdBS4w/Kclt09PyLOMzWrDbrtlebxgt60oJhPyTLHd7qj2FW0LThvKvGA+Kf2zcpauabwuW93yu3/0J1zcbFEocpNRpJCEHia0lGJ5rA2UceR55lvh0WPwGCh4Q5obE0O2umr47vuP+fjRMz7/uVe4e3LEZDHj5PSYzfWKqq4h0I+auuFmfcXdu3fJjGY2m7Ndb5hMp9jed97abgwnx0fM53MIixkF2+2W5eKI3Gmq7Q5lLc721E3Da2/c5nNvv8633n0fExYoIqEfkmiyOEcYcAD449xJNrTMGJrUAIUO8yo0YFLpOJOEd2I4ha4RmqXL36KybuIYED7vgTgVzyEJhNTTlGtVeIdDEgqS4JBD7m5IGKiRwRe8Pb13gZgUslkPnuAPc/wwWdR/xTn3wDmXO+decc79l865f9U59+POuS875/7FxJvDOffvO+feds59wTn3v/9QV8GQppYLHxQxXGC2+zBSvKLBnVZB90sY0rLDmACs+mqEgLgN9abJORwKh8IEkUXxemAcTmrU+Pqci2Bwit+lQO8wEcdYgRVDJvcR3DzlhntMnw0M2JtyQwmZ/5L47OOGECkCCqwVQcOWvMj4p37669RV5b2a4xPyouBmtUZb2K13AV/p6ZqaxWLJrdNjtqtr1usbLi8vqLZb2qrCdi3Pnj1ju9lztDjGto4yK9lvtjjnKAMH7fj4iNPTu/zab/0RF9fb6HH3th/jn0mSWGpmJduslY5dwaTEKX0+IrZogzejjaJ38Kd//j2udhZHzmazpSwL2rZidbMmywx5aTg6WtK2HdK2VniUbdfSNA37zZpZmfPg3l2s61mv1tjOsts3OKVpG+91kGVkRc7N5TUXZ0/5pV/+eWzfkxk/H3wrvUGgFIi9FAY+pN/k0nkG3mutGx/uZ1nms6R6mMcS/koCTHmGc5weh02aOuubkqcyR+lPinseHoe43ShUdQNmekgrMSa5RoZ1k66DNCwXmyAK3+n3pF7tDzo+E5UMkEgbJxlCEBuvwXm3WrAXwc+kzZh4M1Ln5zOLvhepp5cMOJ8JD2x4uAF3I3QOD/hW6kXG/yfnOUznp/jXIR5yCIqaZOezfT80ITEmyqMPu7dci3zef0YMgrDB4wQ1OpQjhXI05YHutu+4d+82R8s5fdfSNi113bBZb+jbjsdPnrCv9oCmbRs2ux1HJ8csjxf0Xc9ms8VZx83FNW3jeyYsF0ecnJxweXNJOS1p+873Ss0MTd9gjMKYnF/5P3+b7b7xrepsCI/0+LkZM3CxeuufiZSk9dZCLxJD42oWgQRGC832WOsFKP/4j79B03me4b5uuL6+Yb3e+JKzztejVlXFanXjeYKZF740xs8blGaz2XB0chQ30a7rmE4m3ohoR9e3NLsatGJ6tOTi6oKv/uRXODpaYIMhj0mEgANLFY3MlXTOOzfgrKnHIvOmTwyLlDN2XReTM4JPEua1aKjFOSmGy4rYw6Afl9IxUiM04t2ZQf0nxZFTbC01bpIwElgmK3JfpC8F9YwN56gmPRhzUUSR7zjsvvei4zNh4MYh1diaB9gJUGhlQjtATQQcxEg5UPgO4elunmaQ5OG1TTsW4pMBdoOHFDtSWd9b1cUsmRsaoEj4mlzHYQZYCMH6BQNvAh0gz/LwuaEUyyhJn6vYc6IsylBy5FP0kRwdcBujDbkZd05XwSAa5SfTm6+9yrOnTzAmp268RLdz8PiTx9y9d4csM9xcXLBerdlvdzjr2KzXmLzg8uqKp0+fINr/1ytfapXlhul0gikKbFDctQ6qzYbFfMnTyxVPnl74RjR4r9zaoVdnH97fdX0k9crziIsMH/7jxjWJg3FnZOCUMmjnN0ZjMv7wD/+UzOSsV2vKrGCxmHvFk7qjLEu/CLHsqz29s2Qmo6tqurbF5CWr7RaH82IOfc/19TVd17Dfb7HOsdtVdP0gjjktS15+cJe33noTwlg5xchbSudeOi9g0Ed0drxZpqV5EW9O4Iyua8PmN0QU8XzJuZ1zoVfpwVxN3pu+LoZPvM/UIUmvPTVq0lzHBnHMtuuiiKasrzQkjpvWYWIlDYMPPLzDZMXh8ZkwcHKIpQaSXWQoNvYD6QuMI8WDQSLaWR+OmoyIY4yyQGr4TOoB6NCHwVrRW0tcZaVjeZC/IEYWWamhYkCMqRjPdACEkS33FgcrCbXTU8vAy0T3mFg73FOyyGMFSBJayLl9FmpQnHj7rTfJi4K6aXA49vsdbdeynC/Z7bY4a9ltd2w3O46Ojrh/5y7XF1dcX12xXM7J85IPP/iI7XbFfDbHKsfq5obdZsvl2TlNXXFx9gxsT981zJdHfOPPvxUSIYTJa0I4ThwLkNpbHct7/CIaVIpjr1sXcDDn6LvWG8lQoJ8qU6D8RtD1HTc3K56dXWKynOura1+2NZtSzqeeGxe9ZO1FOzNNXngS+W6zxbUdy9mcru2o6oab1Yr93rc27JsG7XqPsOrCl321LY8efcSXfvRHAjTsEjl9vPy6c2jtEwUChYzIrG4wGKmBSueRdYkUfyhHkyyoHCO5pnBuo83oO+X8WuuYBU3D2sN5K/8+DC3l94FSNcznkTG3Q02q4NKpx5gW4xPC6UMVnR/m+EwYOLnBUZxtdCDSWow0Nm5Fm43R4Ms5BOg8bH+WHukgRE9A3ETncIEY6ReHx0h8UtVXF8jxIlA2BW1TTy5eY7K7vehzh5NnuD5/eb31wo/2YNeU+xEqSQz1GeM0s+mEt998je1ui8ly5rMF0+mUYpJ7z7a1ZPnQsSjPc25WN777/PkZbddxeusUU2RcX1zy/nvvUW13OByzxZw8y5kWGdMyo95tmUxnnF2tOL+4is9W4ARRjfG36706Y4R3JQRr31lLkYh8hh/xCpQxAVMNFCOlghFMxwiccvzZN9/j1dfeYNfU7PY72raj7TpfZqaCd9J1NPvKC3C2LUorTO7xv7qpmM1mtG1L1/Vstlv2+xqlFHW9o9ptqKuKvCh8fwTn+NKXPh+YADLPbJD/keTVeOwFS5PXUm91NNZOSpn0QN49DNOT9x/+nm74aRWCzJ+U1nGYVJDQNF2vqdEZMDYb8F8/vpI8lDBVuG1a65HGnHht4ti0XRedDsFv0zX4g47PhIEbhaT2oHuV8kkG1FAyEkMWyTnFcCfgU85PcBmAdIeCgUCZdsoSQFtL0xBFyGe5OBlTYyHYyCH3LH1NJki6o6XXkE6Kw8SAfE8WSM1pIX5q+IbvHYrRsximDrus1oq7d25zenyEMYarm2suLq6Yz+cs5nNu373jVXyvrrm8uma+OOKlBw84OT0FFNW+9hQJ5Tg6mqOAk+Nj9vs96+2GummYzKcc3Trx2nJFzk/8xNf5k298G+sSTDNNKuAXgXfkwjiNBEVdTLpoLTp/XaCN+JIjKX/qQtKnt74m1uGzwJ3t/L8VPDu/om47FsuFL9VSir5tfcJHS8OXPhb3N63fTOq2JZ/68Pro6IimaWka31zn6vKK/b5iPl96igqdFxZwjsXRkldefonbt07jwu66kJzSfsNqOxBoIiUCy/gLJ1Cyi/JsUgw4bmohmZQS0g/Pmb6WGpTDDfsQM05DwvRvMhd1wJDl91i2lczz1OVI2QnAqA2icwPdaXgvcQ753hrZSJPu+x2fCQMHaUbTc4w0yrvxHoUCq1Eq4QpxEKrJTu0CGVQr32C470JLjPHgWWtDHauRs4WdaQglRcZcxDOFG2eCJNMIYO2HAdQBHJYQKS5ufSC1rCTjFQyXMR58RsXslpTbWOeL5D1pdOgEphyxVMYiWTgbM2e9gh5H3TW8/upDPv74Ay7PLjg5OWV2dMRmvebq/IKbm2tu3T7xI6B8SH3r9IS7d27TWZhMSzoHvQOTG8hzrPLPdD5b4pxjMp1QNQ0tGuvA5CXvfuvbFFkei8+D3Ro2tQQk7xnwFt+zwGCki5NzGBUMPUmIFCAKnSjKyrPP8oyiKHEOtDXYruf//pNv8iPvvMO+2rPZrsm0ot5XGF0Airpp2ey8Rlxb1/StZbfe0VQNfWs5ms+Zljm279msNhR5Tl5kdEFSvW476qqm2W+5vr7h9q1bfPVrP8Vut8fDKyE8R4XeC1I2pUZlaWKoJIESIY9gvKOnL0ZADdpwfjkMXqHFxc5qMeQ92HBlLsuRGjT5SXG4uNEeRFFynjRZcYiXjYwwHoaK61oNpWrxc3og0cu4p+T4H3R8NgxcEpoBzxki51xo8yc9FQejYGRCIDjFAOzLuQTsFGsfQ0gBWFXgBSXZ1Oj5IJiPL2oneloHCgmZDl3hla/jg+BdjHdLaQk37ok6LksSMuUwSb0RkNAhfme4n9xkZHrIRqnwjES12EvPWN556xVOT5fe3FsHbUdbNb7zOo7tdoMxmul0QlHkzCZTnj59zPXNFV1nYza66+D49JSsKMiLnNXq2vPcdhWbqzX73Z7JpORmtWZf1XESRlwz9/LovRtI0VHGyacbIw1m2AyIIajQtp1zsSJAsKQXhXaCn2qj+eDDD5lNZzR1DUpjlaKqK5pQ66mUJstLismU09t3mM/nlEVOpjTz+QxTaMpJgcJRNXu/gfYO55QPTY3xIWzrWyx2bcPP/uxP03V9yBIP2fDY81MN/MjUI0oWRCIw6Ws1paFSul7EU5fPxDnX2whrxLA0EWuV4zDSSQ2SPNPUyzuMYDjw6NLMqnvBGhf8Wilv4A+pKTHkhUifObymTzNwf6lKhv/PjwO8LL1wCfNeBCx6SENeE7c9PCAfnyGOknhTA6cshEbWN7ZwDIMSB8ImDHKJ+50lyBH6zygdCKfEv9veRgMsQLkGjysmobNIiBvlvbvOphUQIdMavJdIHWDgRkkoMDKgahApsF6KxT8/k5FhWV3dcHJ0xGaz4+r8jFdee42nTx5T7/eQZZ76cXzEfL5kvpxxeXmBs5a6rum6ltWqYbPdcnK85MH9e2ilOQrNXOpqR7Xb4jJNXpQ8e3ZG3z9fD9s0LVk2dCHDhVI28PZN+9clceOcC9xC0Rhz0QuUe5Xsa7r4IGCZYXzyrGC73eLQHJ+c0nYd9FDOFtzcrCnynMlkijaKtu3Y7bbMZhOmkwmut/RNzX694eT42MuS95a2aej7nqvrK0xhKLLcj1Vv6Z3jw/e/y9e++jXmszkOGwxcEgYiTlDoqxA83dR7cuFvNjxLFT/DcI9aozTB2AbIImwSXo850DMyrx2XtmGUcZGNXzaddD2kr6drNJUw8v1Ox5QXuT75TLppiQfuVMBY1XAvh55i3Lx5PvP6g47PhgfHGIdLMzdwyHdxcRePO2F8wMEg6qBIELyCdDccZ3hcjPch6UAVQrw4GIFDJJ6mL6UJzT7CgotdvYNrLWogAphr43tcyv30ifuu1FBjGcM3x+CdOjckTtTzWJ+cJ8U70gnSW8uDe/d4+523KGcLitmEbJJz++5tLwo5mTA/XrJcLsnynK7vyPKM+cz3Pe3bjuura5SzTMuCN994nTIvqfY1Rnnjsr65Aee4fe8W89mMXBesNhs8hzHcWrg2E7xnIWgjniqEUiTHkF0d8ErlYGirKJ3DVMy6HnZaUuF5ugBfKBUkgVRQnUExmUwxmWE+m5IZTW8bQLo5QdM0QdLcZ4vLImc6nZIVE/quY3Vzje0bFD03V9fUdRNK+Py1tnXNJNd87p3PRW5a1w/NlI1SAYhHci24ECFEEqsDbUwMR60TOtRQzuUN0IBTewM2eDni8foxeB53S9kLfvMdPD6JaIwxEXLxkU+CQyvAjEPLNEFxuKZlbkoteDqH5Rok+vD3o0bX8mmGTY7PhoE7cDXlgadZGr/bBS6UGmeBgChrLdQO3JhD5L9mzCfy36VjgkHeA+I9hEwdfjEOmA84pSNWMBpARbJYg+cmfxu2a4AICst1SVF2irek133ouaW0gjipkl4R/jt9k5mXH95ncXKMDllSjWIym2L7jqqumMxmOGA2WzCfzZkUOauba7bbLfu6Znl0xPHyiNl0Qp5nHJ+eokxG1TaoXNN2XjnjerWi3u/o+9aH7XiSq2wqfegJkfar1alSrM48GZghsZJ6ZumzjBuRGrCgNPRhyNckO34o4A9VCn3bURhDF4Qwp5OSIsu9RLsD5fzEAjrjAAAgAElEQVSG1nY91kHT+iRGURQYpdht1lyen3H25AmL2ZSmqtjt96g8x5QZPZamWvPjP/YjdF0fM6qOwdhAmGMBTJcwNN28BVOVCEHkz1NP1VNr0oQXsSGRwBvSJyLtWC+fT9ees55eI8wBKe0SDMcb58ELlDUk95XiiJC2Dhzz7VLDeiiiETfpAwOczvdPo4t8NgxcONIQLA5GOAQzk13cJyAGr++QegEMgpcHHo/WY+nmAN2Bk2J58YyGQUoxCCdeWxDqk/fKtaTJBwm/fcQ8xjfkniR7qxSj6xejZ4L4omCC4oVGPMUMclMkE8IvJG/kvviFt7CdZTqZcHl2wWa14tnjpzz66BHOOuq6xvU9TV0HAzfh0aNH7KqKpq0w4BskZzlSDL7abDzpWAU1Ye0929V6y/VqzasPHkbydMxAR6Nto1eMcz50igvDe1p98rw87YWYQIAESw1zR6c4TeL94fBVLfjvKcsCHaTWizxDa5hMJ3jGne8QPymL8L3eEIjketf3zOdzTk+WZAbPgVMZx6d36PuO2WxCnhs621FX/rndXF7wlS9/iUk59Xw75UvBslA1k6ricmB0opcVbl3KuEYbf2JQUoxWKhTSDWTEBGDYnOU1+c7M+LLFzkonsEFFO0YT6VqTzcSN57B8Z5qoSEPVkZOSRFqpdxrFXhkMW7omf9DxmTBwqfsMQ0o8zSjBOPZOM0wqLC4YD5jwb0zoqTkaSNEACO4vbuDQmReci4O43wQuU9zxDu4hvV4/6Qj3ZCL+kfKLxLkbzi33pSjKYpQkSZ/N4USJzyhObsVyvuDtN1/j8uIC2/UoZbi+ueaTTx5zfXVD11lu3b6Lc5Zqv2e9WtNWFfv1hv1mz2wyxSjD9fUKbXK08k1myqJEKcW+qnyzlyyjaTvKScl+vyNTymdcGctWCxn3sO542JHDhuESLluor/T7m414TQzh5XkkC294Xn6j623Pndu36NqOzW4bFonFOa/y0fU91nrP0BhfDSHXV1UVFkteGDablVcKyXOywuvEFeWExWLBkyePmcxKptMpvhZa07Qdb775OvPZHK195liSTYd4c0w8JOPtDZyK7P9DGCI90jknR/reNJGQvvcQUxNPTNnwTNWg6tKHkNcma8RXzRxEMzAy3s4973mNMLx4LwP/LtaYv0A15HC9vej4TCQZPGgqKhqByX5g1Q/FJgePgGh8JOwcMpR+5/a7+tDlvg9CfU4NJVe278O5AO1QQRJYOqr3ro8lVDLwtvct6Lz1CmogBPxCuehtDTiJ99Ks8/wunxYPiYp4dYMxcM7Rt91IhUQ8SGNMaOCsyBgbOV/bGsKV3nFy95hMdZw9foLNcpbLY2bTBVfuirwwPH70MdV+h840eZb5Fnl9z/nVNbPFkiLPKEtD07QYo3Guw7Y91vVolVEWGVXfDzLmneXy4gylLHdvn7LdejKsi88phBskmwEBDw3hW++GxAxhjBUqJiNiYkd5D0UTDKft/fmti+/RCpyytF3Pm6++wr7ahfK3gTDc9y1aQdXsmBUZeVnQaY2zULe+DKup/fgVecGknFAWOW3Tc3Oz5gtffAfXOWaTOX3TcbZ+xkv3H4Jz9FgWZc7t2yc8erwNG5wO82TYdGUNiMeWboDphpiGeNHr8jH74CHjMEaFaIQhuwojA/Si/0ePMKWNKLAKP2+tRYeElISrL8qWxmoiM5RroQYhV4F0UpzOn2dYp1Jq6LC+blZnpCbtr0ySwbvrOmqBHVpmYVuniiPOubDrJuEOQzwvYGp6qojvRd7UYDBll3GiS++G1LsYKzFDstsKrSPl/vhQUkcPT8Kv+Lnk/oyWMMsvntRQjXa71IsNRkD4cLEm0AWJHKNpXY/OfFh299Zt5stjXvv8F5nOFjx5/NgLV7YtTWu5/9J9ymlBXbdcXlywurqgb2qqpmKzWVFMCkyeY4qMpmvY7rehb6wjLzKaao9rLW3dMCk9+N53PR988AGff/st+k5C1HEYD964+5Z6dkjQhHjMwaBgHKgOAqD7YFeNsFbhZclCGbx9H3zmmebHf/xLnJ2dkQeSqH92YSE7h8JSVVuq/RalfImQA4pygrU9bRDIdLanzHJyk2GdV/po25ai8J3tvZpvy3Z/g0ODs3zt61/x2V7t5bwGXJbAo1QRW9NJGDp4M8PcGNR2xsZR5rzCy7BrlYXd4PlQME0yxA31QPDCGyG//Wp0VEYRsQcxhvJ5gUuEcmN750so8b+LdYo8vOQc8XvF845JDIfCbzZyjtRx+EHHZ8bADYvY30BqxFJgEQarnaoZCAgrN54yv9NQN/7gQPlwKN2tVAASBIdzzjGZTMizLBoQGRStPRt7AENDT9bgWqeYRjSm0fMYY3W9lYL+sestYao0+9DGeK9RTsNgMCLDXyZp8DK7tuE3f/O3+N3f+wNs35PnOUdHRzx88IDl0RLrfD+Cq4srdrsdZVnw9OkTnIOus6xXa/KsIMtzlPYyRM71GKXouwbbdxjjsZLJZMJivmB5dMT3vvMen3v7DUymorGXexoy1APtwznvufVWSM3hYSUeTUp0FcyHMJ5938eEQ+qJqEDNOD09JssNjx8/oW1b39dV1JwhkHU1Jp+iTIm13vsoszwkPrxB7duezWYd6lcdmVGeTuMcx8dHbDYb5osZGpjmOZlzKO34mZ/5KbrW04yk966MnzwXUdc4bL4zDHjw5kNCKTVuov3nH4sYuaGsLwX5U8hANucXwUHp52QOy6b9IhwtzlmlYuQkhleaz0RISTGCltI5IetW5opwEg6v7a9MkiFiAQxk2JQQe6hcoJRPt6vkIcPYZT2kh0SD4myo4fNAqrWHtZ0qJiiUUlRV5TsniYEKr4vXqHXoeak8tueNHcBY6QHlQ1KfnhPQ1hsGz3PzSYlRFhQJo2xQG3bRa0ElWImEBdaHxmWWR6P/pR//Ej/zMz/NS3duc7O6ZrGY4yycn58xnZTMJ1PqfUNR5CyPj7hebzg7uyDTmed6dT0XZ5dcX17R99747DYbXOvoat9kpFfOd+Kqaj+RtaHrOozqeP31hwlmlrDc3XiyitGPG9VBz1d5/kYlCyXct7Sfk43RZ5RN8IoBp3jrjdf4i299M4RsntuY5zllUUbPQecaXeZ0OLq2wYVMuEaHfglhnjiHzjJwlq6u6KqazXpFUzfsdzuc7Xj69AyD5oPvfIvV9TUPH7xEWc7CNQ+4k0AOEtihGNo8isGRdSLPwCS1zokR8J5dL5Hvc2sjxdzSv0ehhmQuxfXjVJyDsoGnuKicxxwkM9KwM13jSFQknb0Sb1FIz6mxNVkWdPPkOsd6dD/o+EwYOMfgsupk4IEh7CB68/HvkQ4SBlkGLs2wpFwyh0NnviLBnze47iRlKmHya6Fh+FUI4g5bQe9VxIf6tvMKFjiw4EJplTTaiJ2ilPZ1mSi6mOp3sXJB+kT0ggeGQ0IZKV+Li90N7nq6I/u/DxP6dDEFazk+XXJ8tGSxWLBeX5NnhqvLS9799rsoFMujJX0HTdVyvFjg2oY8h6PjOb2zLBZL6n3FxdkFVdexr2vqqubq7IJ67wUwm7aJeNl0NuP87BlffOctqqYaMe/9GI6pOfK6dJE6zLilDVmwY2/DJN58FhaEyDYZY5gUGQ8f3GFzc02RZWhjmExmZCYjzw2L2YyymGBRoZZZUdcN1jmqtqHuWtre0rYtCktbV35udZamrtisrnBNw9knj+nrluOjUx6+9hpV03P/1Te5fPaUu6cnvPzKfY/3JYXnRryhuFkP81oWey9cv9D/InquCf8S56Knb60bGcjD/qWiCH0Ypsp6S+lUSvI2gf/pCDW/7vmER4oVjjYvBqMlvMW0sTppiNw9X9EQSd/+zaN58YOOz4SBA5C2ZjKgEHaBFIj28Vv4fbwzpZypIRPE6MG5QBIFhjZs4RCvKSUpjj7LwYIKWKAosvq/+bIw5/FQcJIUSAfbDhPMxyfx34JfpKRdCVHj0OqgSqzNIAiZZMiU0Vh8M5rWWkDj6j279Q03N16Jtm5quqZHK8Py+Jjb9+6xvHWCNr7tnMm88OZ0sWSxOMI2lnJSkOcZWZ5z6/SEO8cnmEB1mE4mHquyngxb7XdMZzPKyYzVzYajecm928d0bTPS6Vc6VIFoFYVGx1nT56V8UnztEHSHJBKIOI2i3tX85E/8KHW1w/fYVXSN95DariMLenwmM+QmD7uoinuZD9VbH8r3HevNhu12j1E+w73eVdSdJStybt++he179rsdq4sLjDEsFsec3LrFfDHhlVdeZV9VHNaNijHvQ4ShCGF9nPvjIvcYfofGM9JHQp6bfoEgpWzwJO+JRiTMr7brYoWNfwr+/pUe1F9E9qkL/WAPM76jsDqyB8b1qOmcFa9TcNfUWQlvjnBFjw21x0PZ5Q86PjMGTmfKhxRaHSQSiKFHNIJOwON+aC/2giyO96JsnLyRE5V4iSkrWgan6zsvSxSwPddblIVMm6gbF42j8npysZY18Ry9PMygaCKHc0Q9M2m7FkPe8IaUApNmzWTXE7zNWYdIVPtie989SzsVCrkdKi95//0PuXj2lN1mw4fvfRel4PjkhKqqw3lhupizPD0iLzParqZpKkym2dV7rPPqGl5HTHNxdcH51RnVfk8WlFb3+x04T6St2gadGybTkmdPnvCLP/dT3DpeIO3lRJ1V7itlzg/8wKFkKOJzzsZa1HQupKFX9HDDuR8+uMdLL93m8eMzimkZe1d41eItddvgIHZx8yG0Y1/VtH3nDX9RkpkM57xIw27fsF6vAXzHMKe4uLrh7Nk5ZVHStC1PP/6I88tnKO2YTOacPX3Ka6+8Sdf0IUzWo05bkigK7ncMM8VTknkq62PkdTE4CYdwjQpxekqu7oL0e5/MZfF8U/6oDrgZjvhewQ3FgB6OQ/qdDhKj+nw/UzF8WeY3Fg8dDeWPEWuTxdO7mGz6YY7PjIFzSciR7tACLgvpcwxU+59DXCHiOTAMTOezYVEcE6JKgWOo75RQUb5X8DaZgIdhVPDdw3eNC4ql2D16hM6Dxza44UrCCsZ4kl/EgyGTSaZC6NeHv8kq92KaQvx0AygfzvvN73zA8e17lJnm8uKci4sr+q5jOpvQN40XFGwbdtsN29WG/a5BG8NsPmG32dBWlacJNC1FVlB3HfOjJae3btE5327P9V4mfrFYoDNFs9/RdQ2ZMez2O54+fsTPfv0nWM4n3sCbHGs9ficwQsTlCB6tCBwgHruO8IIkY0QLzSdf/I/DxV6xt28tefvtl/nOd96lKMsAPfiFXE4mFEXp3W3f2BSHou0tdduAhqpqqEIvBD/Evk51X1U4pcmKAqMN1W5HluXcrFc0Tc3RYkGelyinqeqG3XrF+9/5C9ab9SgakN4eo3DLJfXGxnvpPpQdDFsafYznrgpJijHLv++7oOhiY6jv+5Sq8Mz82pDn6f8dsPCwYXhjM/DqxOscvLCxVybzEOdi1JEmLMQwp3xFgTGkREtCeOeG+m5xZP7qSJarwNc5KKJOY3qZ1KN/66HBi4CkI25QLx6PeGkBPyA0j/VfPsICrAyik76M3tWXgnvb20BtyCI2JhMqTXlLaOpsUkcaXpN7VGogR6Y730hJA4bJhOxkCW4YJpFk5WLoEgxpZgy/8dv/mL/7936D03uvcv/hQ8rSdyX7+KOPub66ZL/fsdms2Vd7uq4nMxl107Le7Mh0xrSckGeGvmvZbdYYE/hofcd0PsdpQ9v2FGVJ53o21yv2Nxsyp2n2FXmRU5Ylu/UNP/O1L7OclVTVnt6G7JgblI1RhGQKoIN3HDwA8KGYChsFEAVJlZW54jcSowy3b93i9VdeZrdds9tVgH+OTSt9UDVd23ncEMukKEnltZVIaDlwtvPGQPsypuPjJZPJhNlsRpHl7Ndbzs/OeOnBfRT4xJRzLBczPvjOu9x7+ApNX/Lb//A3OVouRwvUhWTUsOAT6CMoTMMY75LNt7f9QCMBPwdlkxNMlvho/X8VMSMcjanzpOemaWMJnJWQ2drY/6QPenaHDkW6Lke9E4IHkUZbafJhSI7ZkDwIXD433LOEwiRzW9bKpyUZPhNEXwjVC4qQIh7jDbJjRY6ZHnYnAfCH3oxDmBpLvWSGhMyNRqOMihib0oNSwrCzDV4XMNphxZiqcO444Rh/3SHImg6MuOqHDPOB2R2MNsFTCd5MvNdwjq7vcBaMclFyKL0X5yDLC957/xH/8X/2d/iFf/rrfOntz7Hf7/no409YHh+jtKKuaqbzmScWGz8hc+MVXmeLOUVWsO039H3HvFxSTiY425MXE66bFUXpG84ovK5ZNsnY13vMtEBZS9PWtE1Dc1nx5R95k4+fXPLoyTnVfo8zISkQxt5vbkQvesgU+3xmlpY2hYfd9S1aZ/SuYzYrOFnOuX3nFtbWKIJSb137GlItJUM5Dmi6jqzp2FRb6taHbQJqK2cpizx2cc/yDKzlaDHj4tlT+pNb1HVFlhnWqw2L2QLnOuqm4dXXX+etN17nd37v9/lb/83/yK/+6q+xqzfkphjNp97aZNaM4ZZ07ghFZvRZbQd6THLInBRQX+JdhY9cbNfHjbTvOwiiCFkiEptnWeAIeg6cVl4WTK4thsbifEhCMAlb40auBnGA8TyX6/U4d2wd4A6UShJPLcsyuoPWi9/v+EwYOL/Au1gz14dw5xCDgoGeEUmw4fcRKOkYTQR//j54OD2299pm1kn1ATHdLZpkTv7miFlOvxuOdy25piF7KWVEHVKWJe+XQTt0q1MAdrheC8b4gvWQsIiqC5mX6e77PuIqbd8+fy0uXK3zzaF7q/j13/o93n3vfX7uZ36SN958HUfPo0efsN/VlGWBMYq67SiLkrZtmU2n7PbbKBs/mcyotg0n907I2oZ2X/vvxWOV+32FVgaVa6Zlic0MbdPg+i40bLGsri948+U73LtzxKOn55xdrOmCyKlROgGmJWRTmEzjWfBhh4+et0wMjVbw0kt3uH3LK/Y29Zbc5GilmEzKCD1UTe1rXbuepmppq5pq31DtK1Awn80xyss69a7H2ZIiy2jbjswWrFcbytyTrKuqJityrO3IS8O3vv0ub775OvePl5Rlwd/9P36N/+1X/gGfPHkMCrIgrClzQh6e4KBxTViLComCF9Udo1TsW5Blmc+uE0ixyftSAzOsJe8ZRx4egwcdMS9rMcqQSeQSHAHXW0iwU1k71jmc9dU+ErrKIetVfpc1nF6jw1de+GjHjNZ8qkpyGN5+WpJBfVoM+//HMZlM3cMHr/okg4O+szgdAjE1uOYoH4q17YsX88CX8g+9a9vY7GV4KC4y19PdoRfdNMlgcVA6kxhanRk/0AhuoYc2bqS71xj4lUFNGejxGoL3arQJEkxBLkcwQCfY2kCU7PsugPEWp3o0XpDSOTsymil2qAKe17Y1P/ajn+ef+YWf5eL8GY8ePeHoZE5R5uz2O6pdg0WznM2w1rPvtfOqGk45Tu/c4WZ1Q4ZBFwZle5p9xdnZOdbC8e0TjhcLnnz8CU7BZD4DFOV0hqFlX7c0VctkOqGuO84u1zw7v6Gua++VK4PG38uQMSYoGHdhQTkynbGYTzleFByfzJnOp4AiM5rNdkfb9HHMjDEYLFc3G5bLBda6MJc8nUQ56JylLArAkWc5dbUjLwsyk2GUIsPR7Hbsq5p8MiefT9BNS6cd9+/e5XNvvEHvFDf7ml/7v/4Rjx49ZTL1jW0IBuhwscYj/J5mNxXBw3MuRDkD/hapQdp30wIVK4FSjymc3If+NknkQKAbgd9XPC9NJ4ZH5jLKJ49S8q1TgZAcCL1icAVTxQ3VPmnkFfF1iYi0b1OZ5VlkHqTXL++Tfx9W93z3/Xf/wDn39RfZls+EByeHDkqlJhPtq/GNHgL9h5kbCekUQb9KD/pg4s6mbnGKA4ghFNxDDGZKTRBDM0w+j+v5CTf2vgZPbbjG1LiloYeEncLqFzwmYhRCBQieKYDruqAzp2mDofM37q8snRhpt3A58rzkT//sXd7/3sf81Ne/zMmdY/Iso652zKdzymxCHULOLM+4uDijayy3bvvWgufn5373Nw7X9CjnyPKcO/fv0TYNGM1uXzGZzSlmJQ7FdluRB/xMZznQ09aW64tLSu14543bNG3HarVHqYLOWvZVRY/38HOdYR3kxZQsg0nh8cHZdOJLyQz+eTtFb33H+67zWXEdyqV6Z5lOp6SyQl3XYbKM6Wzqs8LeQcTQgfK1tdZ2LGZTCmPIrIPeMl9MuNlucE3P0e1b2B4uV3t+54/+iPc/fETb9BShdI0wfulcihuohJDJ/JGabAktHcREm8zn2CSm8/MvMwabkKPFkKatNH3rzWR+IRnToGgTBFbl7+k8UpnMVeuTZErqi72BNOZAHOMgiZB6crJGhvsx3sAm2e90Hb0I5knX8vc7PhMG7tADGxjLg2GKnCfnfOPcAGDa0BJPR2a3GI0hEyMuPUmDEyGKKiVlUKKpNZArD1Pazg2S0U4F49ONNbsseAKwVr6/ajI4KQE53UUjQKxE947I69M6KPMqv0Bl4LPA0zNZFsjEztNZlIm1r+kEPZwg1npljKrr+M1/9IecHC/4yZ/4AifLCeBQ2mCc4uLiirt373J8eotqX4cwqGc+m5Mrzc16zdQUHhTPM2xTU7d+IDKjMGXBZDb3zaW7Dmt9cqdperIyZzot0cU9NivffLqrW8rMkRcdJ0cnWG77bOZ+S9c5ytkkLHodOqB5uas8LC6jNVVdYYGiKJlMFNut5eTomLqpqeoGa9s4nwCK6RStFPu6TqTFAwWDDsyE3Bimkwm77Y5MGxbLBcpodtst9+7ex/aW97/3Pr/1O39M3ThQGVkmwhHPq9OkkIpsnGlE0tY1eZ6PNiWlVPTu08PrxPVhvfj64wAajOZvqmIj35+GwNFzcg594GEOf7Px7JK2A0IRfljLDN5busbTaCvlzcV768dCloKjp1icRCRlWXo2wl+FJINgBrKztW074HF2EMwDIuBsrY2pcOss2g3GoZeSpsC2jgPjGAqWhUialIBJpk6hYv9NOYas5phnlbrZDiJY7qynT3iPzXsVTg1YH4yVSf11+UHv+h6nw2LwbhvizXqDLLr8jqquQnbZJ07Sru+HYUYauiil6FuHMt5oX99s+Qe//nt86YtvcXw849bJETjL3Tu3qOsdR8sjersC55gvZp4Scb2iqiuKwqDzAuExHS2PqfZ7+q71UYSCutoDHdfXV8zKCU3vKHLDfldRN74TlXIWbRSoHNs76qDWsl1v6dqa5fKIar/n6PiIpu2ZzmfUdUU5n4D1C73IDW3XYLsOY7yRQ2n2VUPbdbSdixhS0zR0fY/xA0nb1J4LluWYzIC1lLnfBKazOU1dMZvPyU1GvVuhipK79x+yqxo+/OgTzm92IQMKTmpXVQgbw/jaaJQTjTytMY6Y3BowNu9VoVToKxt63yZGwIUHLNlja5PIp++jVxiwnmjcxDuy8h0MXl5qhFIQ368BHVRkglR877uWKS1emwoYODETewjLpPNxlERRKnqbqU04DHFjX5NPMW7wQ9BElFKvKqV+TSn1TaXUnyml/o3w+i2l1N9TSr0b/n8aXldKqf9EKfWeUupPlFJf/dSrSAxJE0iXw9+kVCMoDbihZKkPPDQTGd9BY0rkckjCshAaud7ipOxDHpxKir8ZHrpkUlOQ1qfh/a6cXqdgDtbaWEozKEN4j04mK1oFNY4EQ4xdyoO6RphkrWSCw3NADSVdAhB7xrvnGUkYn+6+aQ3vyJNTwlPygL7Smm98+3t845vf4ez8HJTl+GTJdDb3HlFeYExOUU5wzjJbLjiaL4LXoKh3O7q+p633NFVFUzdeAVgrjhZL8jyj2u44vzhnWviOUsbkNI1vEJ1lXokDfE/W6aRkv1mxubkmz3Ic3gBa29M2FftAY6F3IYkAu/0e5/zY7XZ7qn2F6zugR2HBdkMIiIRHwhOzTMoCpaBua2zXkmUTTo6O6fuem5sVm+2O2sFseYpThkfPzvnme+9zvWnJ88J71k7F3go4YnRhE+XoWAkTMsYO4nMUHMtoFT0lyZSOkwUS/gXeX9+jlO8lKzJfBKMoqjUpNjtETi5dghGDSzfFeARcWZ5dpJsk6zW+P/mfvEM8x9S4xbBcMXo9Xk8S1vp/D69/Wpj6w/DgOuDfdM79CPCzwN9QSv0o8G8Df9859w7w98O/Af554J3w89eBv/mp35BYdRnEVA5Gaz1SJZXdJ8WWYnaIMf6AGrKUMSRNMpb+J6TIpYhbj6WKxAO0uFjSEo3tgarseMcRA2ajJ6YREmvwBhkMTzRaSiSRkqLlYIDS0rXUWKXUmTi4yWsvClFj2J8YRVDcbCr+8E/e48/+4n2uNlucVjTWcnlxBdayWq3ZbDahg3vjDXvfo7ShyEv2uwqFY3V9Tde0tE1Lj2Ozqzm9dcokz9nvdjRdQ2cd5aSkq/dMZwWT6YQsz5jOZ6gghnB0tGSxXDAtJ0zLCW3deNpC5mkxXdf5cBBLkRVkWc50NvcGGcV86mtxbVdzspwEifIOo6HIDNo5bNuSG8XEaHTfoXGYzLcDbOs925sbtM5YLObs9mu+98HH/O4f/zkfPTqn61QwbGFu2PHm4iOLAY9N57X3VEIbSg2OIMIZ6zWGqEI+k6pRD3N/CN/SLKbDRwT+73pkuFJhghQSkTmYrpU456zFoEKntkGirLd96EMrRfBunNwK/0kNpqzjVGLp0KgqwSaT56VQI7jnBx2fGqI65x4Dj8Pva6XUN4GXgb8G/HJ4298Gfh34t8Lrf8f5J/yPlVInSqkH4Tw/8FBKRdxBBu9FJUsCrqYGy3dV8uGHJBk8hqJGEyB6Z9mAr7mQEpckhxvmVfxen1zwKg3aqOBRkgyaPLBhILznFIqLlWdxRx26uK3JYiVDTrwAACAASURBVHAxQ+ZtoR0EG3UqEODD9HQHTsHbQ8zm+d064Uclnqp4j8NuCR98eM5m+w0ePrzNy/fvMpnN6BxkXc/N+SXHd04pihyUopxNqLYVZ4+fYYqMrt6jsVydX3Hy0n2atiPTmpvra+gt1iomWQGupchzbNeitKHZ75hNpjgH6/WG5dHSs+BzQ1bk7C73oAzlJPOZ0czQ1T3b7R5re4oix+FiGVLdWbZ1DSiauqepVzjtO0vZtiHXhumkRKHIjS+wxzqWpyeUWcn11Rld13qMyfWs1xs+evyMy8sbmr4n03moPQ68zH7IJKYJKef6YQzD4KekXQ97eDjDZ6zHmfyUXpSGbzDIhMmYCtHWZ791ULmx0fNPN7b0cygVuWxyLylWCUN1jLNDZYFzvkZX6VBxpAl0D0/58bi3N7DCIU17NaQ0ELmnuNaNiYlDsQO9dR7OUIr+wNs7PP5fYXBKqTeAnwR+B7gvRss591gpdS+87WXgo+RjH4fXvq+BO8SK0gebWvtwEb6npvUVCsAghBgmj+v7WBzsQkgJw4B5jo+KaW4bIkcbMLsX7QoxmyOpfvl3n6TiFejgqcWEiBM+nZ9AUkhNMtFkiEZETrxHErb1kD3Bh9jB8Nng8YnXi3iAMdwenm/qWUZsTw2egbwm/TP5f6h7s1jbsus6bMy19j7n3HtfXywWq69ikRIpkSxREulQoiXFSuMYCYR8yFAQJEZ+nA8HiIF8xV/58U+QODASIIkcB4kDp1FMOaIkihJpM7YVSSSLfU8W+2JT/Wtuc87Ze62Zj9msufa9VcVEgPC0ieJ7795z9l57NXOOOWYHiUu6efM2Ts9OgWmH1917L9abAxABR1evgZhBwyhJ6FvpBUokjWMwrJDSHkSS2L7ZrHAwvg63br6M3W6P1WqNW7du4tq16xiHFdLRodT9r5LkfrDZYLr1MiYizCkj1Yw8z0BlXLtxVadEUE4eB0z7CQcHG4CA9cEB5r14RhMxdnvGdruTRH9RD9jt91iNkp1xdjxhsznEuF7hbCqCsIcBz738MgYmrMYRl69dwvMv3MZ3nn4Gt0/OwMwYcup4LWtFacHWEd1b6FFlxmo1avGH1sHduLBatelMMtK9BZazHARRumgFBdj2dkBd8lDNvU7N5GRuzjPhyIyvFmukBmQULZgo6Igbp1fZYuRaZk5MKyRYhWn1Ci8K1jYgIMO1cJUWvCynwrhEZgl6B7cQsle7fmQBR0SXALwPwN9k5tuvYvte9ItzoyCivw4xYZE1Yt5IzWhqNXRG4TMNkbXuWHIw7FhzqWCDtLo4ZtI6AR+gLtMrm3dR4IkjQOJ+UiKUOvtG81e1TWYCzX6fyOPnCA1Zya+0w7upO/05KqRvJJGTqkbcZtgmaWPt4o5UwyXAq6NkUyT6/+I5bsG1jvqQ3NEyTRVfevr7eOM046GHgHtuvF609JAxZsLp8RnmSlhtjnDf0WW8+PyzOD4+wWazkUq484TVZo0dZhxduoQ87rDf7XG0OQDzLL1Fq1TePbp6DQcHBzg7PcXqYIODg0NUVu90LUhIODm+jc3RZedmwST83ThKwjwTprlgPxegsiS/70TYshHvhXE2Tzg8WANlxsnZbVze3IvV+gDr1aitAivGzQBGxtPf/D5++OxLsseMT9WYrUoh/lJNKqjpTCSZHVxTmPV+nQDzsCd1TJk528IyQBLYm1whGfLW/arno0N6aLyxncBokRjKImpjj7xwPOOdgCNyK6kq/WKpii5gw4kvtSoC7nm9eKYBMe3FsSLCNqes929j77g7tNzyV7p+JAFHRCNEuP1DZv5N/fGzZnoS0f0AntOfPwPg4fD1hwB8f3lPZv51AL8OAJv1hrsIf51X4Q/mbkL0u6plNKjQg25bIKDd66JQiXgPg/fR5A3v3X2+jUE2TYTN8nNdaONgyDS3apoSQlOGpP1UW6ybZSq0MUlIhsU8meakIFDtALBIQh9TCUisMtRTKPy3KGwVoHETBzQgaV+aOUAETgnf+PbzODme8I63jbjxuntwupvw4rPPYbc9w3q1wuHmEPuk2SJcsd3tMK7XKPOEF597HjUTDjYbD2DezzOYGOO4FuQzSL39s91WPKKXr2rvCcY4Drj98k3sdxOmrQrUlTSDJias1qPkj+o652EAlQKmKg1juGJII6ZJzSkC6lyxn3UfrUbstnuMq4TTecZ6tcLDD9yPHz77LL73gx/gxRdPJHQGUA956+wUUREYHffkcYtgcClgIuz3e88cWCIk+bexsyaAYv0z27sA1OxcCqZI8UQuy5S8pTklC4oi4f+WJq+jfhAKC90iQMIKXSSgalK+vnMHOBY0UjxLfRCybcMWSeBONdubwdGQkgQVmxPv1a4fxYtKAP4+gC8x898Jv3o/gL+mf/9rAH4r/PzfJ7n+JQC3Xot/64h2SAVP0iTqWNUV0GR4iHmSSBJ7TYD4fcRGtPE7ybsUlHERlgG9cfLjREdUFzdQ7AHhHAPD723ftQjwUiuYQlcsNALZBXjOSkD3DoQYwtLepcU4GXFb2fI3m6lsLngLaDZ3vye7A4sDopq5Ckf0g+dfwsc++WW8dPMWhoCWSplwenIH+93WzfxSgdvHx1hv1uAhYXtygts3b+GFF57HXGfNzpCUqDxIO5nVMGA1SnK+eRW5VhwfnyDnjPXBBpevXMH29EzmTPeJOWU8r1jN9Wq5lGENJHey4mAzAlSQ8oj1WsJipt0p5mmPhx+6H9N2j689/T289PKJ5GBqSpIg3FYa34l4gmRbhOofCHtMwpA4KHClHRb7zwugJoL3/oM2yiYzYZObnrbXl86z2FbR9oCXO0otFc6eH7kwu98wDKDMIOsLmKBRAD3tYfdZxo7afWLcn/2snUGBmFYNWwR8K+Vkz7Ez4En7uMA0XFyvmapFRO8F8C8AfA4WhwH8LQgP9xsAHgHwHQC/yswvqUD8bwD8ZQCnAP4DZn7q1Z6xXm/4gfsfPkd+Vq7IWWKHyiyTJ8Unm1fGhBrVlqLFtfFaCS1nzxbCCFhA44fCJUHDC1c19wLR7qEzBKZmFndIUAWR96cM75eycGwmFK1Luz+SW0aEtcsD0N3Lxiu034yUByRq3rxatXYaWz38Fp0OiHCYp9k9Z1iYDYbo7BJvpeTwjquMn3nbm/G6e65j3GywOzvB7uwUt2/ewe50i8vXrwApYS4VN67fwMvPv4ACxsHhBmcnpzg5OcFqswazPHN9eACJZmdcunwJu7MtUs5YrTYoteBse4oyS4AzE1BByCDs91uAxDmFnFDnGTxLoc/dtEcCYaeJ/ubs2U0ThiGLQ6JKH9zV6gAD7/DAA/djOFzh69/6Ab70pW+ryRhaVEIJf+2LywSshtHTB7u90aGtPmjW4tq0nB9qqRjGAZOGSTFXpVRI+SZy5GV7kajFujkidPMUsNxdhqEdq1AiwiMKo4ucTs360VSsUkGJpYlMQKDdpXFwOQjK6Njwe0MLSISIAw57u3MMovF6cYz2/G99++n//6lazPyHQDh5/fXLF3yeAfyN17rvRVeU0vYysrFaDfolsnIyPUFb+ZkzoqE90uBbq3rfFiVC/yDEzBwNnxHSt5xbWBE+5IRxdHlnkgbAsaKvE6ogMIuXl4k776hdnQcUKsjRUG0zwwvyoBU41AnmyDQrolksoSE4f17Q/MZVek2yZDXtJNd1yNKf4OOf/Sre/c634cH7D7EeRpRhxFQLbt66DWTCuBqBlLEvexxcPcKdl29he3KG/X6P1XoNJkKdZ1y7cQPHJ6fYbA5Aw4D9fhcsZzloogC0XA8YaVyhAhjyoPX19uBZxlgh1Ia1E6x7IA2jNLbe7zEk0vI8MmGMGXXeYbXOGIcBX/nyM3j6W99FSiO4hvXSct29+ceYa58JEM1EVyhBecjaQda8VtAwAKSCkIxySeCaXBD2FWLYEaMJjHP1Et3C0MOggsfWennulvRPM3nFuSExi7oiqaH8penZzNmeKopj8znsxhzDqnprK86r7Ufbn3/qMJE/y8sgrk8yQ13nxns1ZEJEXpmVAMz2M7SJJnMGUFLvTIs90zv6/bpoazTCU8yMHnJ35iHDf78UIs08bYIkmraZQsnoBd8QHS6eZG2R7pU7pCh8GTCViqKwtqGwpMGxjZ+MISXx78vNZWk80UwQoTuAKGNmxkef+ize9tYn8K6feRJX5jOsjw6QacDpyTHG9QgkYHe2xaj189YHazABu+0WhITd9gzztMfVK1dQ2BRZxdGVKyiT1iBTYSVVYBLWqxEgKSQ5jBnTfofVuMY8zdjut0BO2vCGMEPL0QPYlyJKMMl777dbJCLcc8813HP9Hrz8wkt46tNfxg+fvwmkFbhOIii1Lh1YvfRxrgylA0AiL7pgJHxUiB2Cqdb4qBVUMEXUc2CRC1Olp7+f5xmgloxvFk6/pubzSChzdU43Ks+o4CNKlD1un5OTYRxgpHeWbTGTBgJbxenlM6JwjPeKAs0Eerx3jK6I5virXXeNgIuCzb1BRArhW/pKLUXgLwLfhhAjxmFCodBd+TqgQd7Y0izC8yU5W7XgoFUN6VCPXqx825IbY+3AbijE+hEw2rjjIbCDISS/lAiS6qvq6VStT4AXbLRNV7lKbwGSSP9M2RP4jV9x0z88c5qmLq4wBk8vNWYLHWAQVWQw8jDi05//KnZTwc/9hXfi6GDGo48/jmd/+H3UOmFzeIRaGHdu3cSN++4VMzqf4OBgA64V836Hg/Uap6en2Bch9zdHh9jtdji5cwer9VrDPQg0ZEz7itu3b2OzOfAYvMOjy5imGdN+RtI4uIPNRnhOdTzsTk6RqOL6tcu4dXom+6Iy1usRDz/0IOaJ8ZWvfxc3T3egPIB5AlfNkiHxusq8aGF4qpIxA0PDan04Od6aIpVauwNuZj7cSlAurl5cRWMZA+doxvk7IedTSorcmiXEDNTCoFSbpzSRFB9AEzbG+dj+NI4xCiERPH0CfCxXFMv4o5ig5JaEr+euMmMwNMhSDIFZ5rpS46PjPowCMQYEv9Z11wi4pS3PzC08hEzwqQRHc1GbxiCNSTIS2CrzGpFrQq66gOqjupcR/5H89/rwMCEGIGiROlWPBO/jzZrzQwhqMxtD8UoI+S8mjPJepWgwY9G0LXm+yMqlaWBpNiRlhAzaJ/G2VmYXwMM4dKV2lrX97fK6cwvTPX63Ib2E1WqFr33tm0jM+Pn3/CzK9BKefPJJfOUrX8b27EwqihwdYhhX4AKs1geodQaXgqvXruPWzVsYhhFjIgxEWI8rnJ6eYdTOWCtKKNNO6QDGdrsFVQbSoRzFKnO7OjhAGgZI7T9gX2ZUBlbDgB1lHBwdYq4Sx3hwdIjD62s8cN+9eOnlm/jEZ76COydbkKI9VJ1jK4mPRk+MwwCgqoJM0veDrJeBWBo+V525F5AfomAU68IUzVKw2L50Osb+LdAPiZszwmgVSoRZY+OMZyY0S8WsAUdxVg4+J43jW1JFs48t7vHISfu+jKhW86PNbpIG1wCqKIqUpHMdVQ1z1rCQUZFbKcUdOUDLDLE5OMcBLq67RsBFGLoM2TBzzT43l6JCC14rrNTSYsyCsCEhNsBgFGavMAI0zs8Wp2hRTITnQpGYmXsgDSxO7XNLuG2wugnlHJ7HoNR7zcAMpITCRVzwRB5XBCQ1MUTLFourg0f8yRiEdERS1GfBvqLl67kDFqG+vWvkQC8S/lGw2hrZRs55xJe/9m0cbyf8y+99Erdu38Lr33AfTk6PcXJ8ioPDS0h5jX3Zo9SKaT/h5ZdewvUb14HdHkeXD0UYVGCaZhwdHeH5555H4S1wqYCqJVdnrNdrzXYgbOcJQJLA7VqxHgZMs5QMr7Psk2vXL6GUCWf7HUoFDjdHWB+scP3aZbz84m188vNfwYvHWwxgDFYhGnYQLZ0qN2+gQmkxoxpSMkTNaFRLVBBxPl0J2v6vFRWC1qxvbKQLXNkoKrfD7c9gKCVDQWj1BP+y2GpvqZiXk3XPh4q91NK64lhs/SOiMoHV2nVGUCH7dBwHUAKmqSBxUk+47qWUcbBaa05x3+9hGfL1o5ioP0ou6p/BxaqBWmPZKJltImUCREN0CClokQiZWRGd5XE2r1aIUzMugYSYlV6noXhm1BDUhKK0nJu62KvII0Tzwr+uDT7iJrcAXOEE9X+2aOF50zxjNqIZ8MokHjaDZqabQhDg2gIlzx0KG9fCLI/hBUsz9SJhBxIENa5X+O73vod//kefEbQ0bTHmEdevXkUiwm57gnFI2G4lrWpzdIDt6Qm4FBzfPsX2bIuz063Oo3T9Wq9G7E7PcHp6hnmaMZWC1WqNWTV7nQRt7vYiOOdJegqUeUZiYKSE5194EbUwuMwYiHDl0iVcPTjEcy/cwkc/82XcOdtjTAQi9pZ53saOz9cgnPeTo2oz+8oslaLBRsqim2Pr82rrGTkrQ3PeMCY16yLONVFTqrY/jJgXxdzWU/585fjPyMO1+1X3Zi6Ro903/j2ittih3sftTLiZIAQkicGs4f3bfMi999Pkz7LOXb2Z3OIPXwvB3SUCDmi0P7ujIMakeYJxaoJsyINuBi0MmAgUWvgRNa1KIAyhAKYtQVsMHQW1zkRxka0jEUE0Y04EDcFyDRfrsNn3EO7LQF9pxPq0qjdNv9TSpXQR5yJk8pKL8bGxVozQOYpdliglryQRPbF2tTFSN/ZoJi3R9HJj+WYrBUMa8J3v/AD/4o8+hUcffzME6GaUuWB3eooXnv0hDjYbbA42uH7jKihLrNVmPaLMMxgVp8fHODk5QR4SLl+5hoOjKyBK2M9FPj8OyOOIO7dvS7c05WXLNKOAUfY7JBahd3x8jLM7x+I9HUa85Yk34t57r2C7m/HFL38Tu1mQmsTNtWZCiTKktp40NaoRReTsDiXpzm5kvvKrVXhT5orKMwrP0GMtdds0kX6aJj/cQrn087rMuZbnkcwptPqGl/9KnZPLxmLrU2trOdmtWQ3oHknMZTL+TYS+308/HwV1ZSsL0EKz/L7hXBnyZeX6YmSBKQXxhs+dRzgqA9vf0UL6c+JFJYzDCvO8R1EEYmlIQFsMKymOWpHygKL9D3IeugkGCY+VtMy0tT2L6Mrrw5lW1C+XUjTCGyJsakUasqYEaTkbWHHFATTQuYUArLSRmB1JQ0yqmtQIWtvMyKoHQyGBo9ikvwdZOWqZj+IbXyLSl2YCIKiBrM8lmlfNGvM0lAYArW7XPM9e9IC5ecmiuRqVjyNRwM2lz3/hK5jmCb/2q7+Cz3zqE7jn+lW88MLzKPOMQbMTzk72OLx8DXU/Y3d2Ip2bphmr1Rp0sMHLL74IUuG8OTzCtN9j2u2x2oiDYtpvZeyrAVa9opaC05MT9QBLuz9KhKOjAzz8wOtx5WiDb/7gDj761GcwVfI2g7Z0rfMTRPHovrHgYUAED4OBIt2mxjxg1KRwZumPIfObxSIhCBcFDY1QB5eVUTJUVktBGoZzvXd7C4YxpIxa7Tsy0HEcpfFOQDtlbvGfVoLLwAMWf0YBFs+lbMjaFaOMAgdVKwqzVo5mcRYws/cJHrKGHel+NhhjSiFaDpW1Ry6jAxnxuUuq5NWuu0TAtc7hcQHiS4jAAECxkzZpR/XqJqhtRjt0RFJCCUlSqGIBPyLSApXtea5p5FFuQronF+0Ql1K6qqu2QRr0l4Di6oHC7blRGOqX1aQIvyeJGJcAWGiM2yImSBGnlY52hGU8JQKfpjF7Vb2yjdAm1NpyI+OmM69qRIbyEsB6I9V/97t9eA2ZvcPDI3zjm8/ggx/+5/iF9/wMdmd33Nv38ssvAZCQitddug88rDCVHXi/xeGlIzBLY5j1ZgUuFuwslWoTJWzPttjvtiiTVLC4c+s2UspYHx5IExxKmDRMZFitkMcRV69cwT03ruOLX3wan/j8V1A4qQkvAkK4UbhpuXSwCPmePGxG9kB1p487vrTXaK2thLd4MY1Ly8i5KY/IZUUTzJSJKR3/DDMKNIWLG83igpi1kAQ34WEK0ZRqXOcO7VPj+4wmMMNxyQV62AuJZRTpnKUZ60rR+530JnM8Eyll57n9zDF77q7z5XEvvsp1dwg4XYCk8DXa5649jWeAYKhaipihfgt21BUFjlUEBkSDZq3bZXwWiMDaE942gHmfRKiQWpHcBdguuQk3el2Dws1PkJR9mVULxrw9K/Br7zzEDei9GLQrmDo6rOqphJO08JjIwUgts4YABA22hHv7uPyuxdPZ5+3ykJ2ADmWjZc8QSWEMXkWDCOMw4pOf/BwGAn7l3/plzKXg+OQUN2++DAbj2vXrqGWP7W4StJEyUh5wcHCEqVbMdQK4Yr/dYTefYRy1qTMz5rmiFsaQEjbjiLlKruQ4jDg92yKr/Dm6fISHHnoA91y/ju8+8z089bmvYmYgDyNySpjLBEICBslMyMHkidxP0grKlFuh05wHeQ6kYOZcZ1U28DStQbMeSp1BfmCrC0TSzyftOAZqhqYp6FjZtvKsoUPwQz8MgwYky36rXAIIUOEU9oHvXTr/nhGlW0VhIgnyjfRFPAOxBSbie4V7yhhSC8RHrzQdHZYCtjxXblVSipYuX+7P17ruDgFH5KVU5JBUDEPjy5yojwulwiOnBGThsEzij3nAzLObmJJaUwE1d+Z5xjA28ywnC+aVoOIESBkkrWhQwr2tsgMl6eVQUcBFytcI6WsF/AqmWdJoiEiTg+EItFRJOfO0F4fuWhmCGcTK21E7ZGJOmcme9OBIs51EWcs5K69hm5ih8YAqpBM8xUeuEGekplEOhyNubKAR69N+L/fOrXpEShJhZSl147jCx576LDarFX7+PT+NMkup8u1+wm7eYnu2E8GdBwyDmDt37tzGOK5wdnqKnAibgw3O9idINCCPGQwpgDptt9jttrj/9Tdw6+QUiRKOT46BxNjPBW+471782Jsfx6WjI3z2c1/FH3/8MygWN67vjArnkCz2i7RgAEHWappmFxJyuOFrSmpqgcxBlLTiR+NxmSSjxJLDI8ck3Kg5ghr/epGjQawRtUo0Od5j6oxuUcGnxwVWJr0qSnX+Sqchev+XloW0WexNxDkIGhkxa6ml5J+MZmUMzjUT2S0EO0cpI6cknCSLJx3aE8OLcgbQEsHFa113jZMh2v+SnmId6eNLoUuqjhvAy6bY4R8yiBgpkzsmAHTwf5pm93yREp/JNgkFTiIuekoSpsGEeZp1Q4YsBkWNFtGeycJLWoQ6oEweiQPAyrDnJLF8JkD8fSoANSnnqaimjxyKololfc1skvv1JWmKegVNUNo7AcBUZqmNlxOmRbyRmWby79o6gOl8RUdQrINW6ozVeo2nnvoCvvvM80DKuHrjGh55+CFcv3YdU5lQ5gknJ8eY5gnMFbvtGXb7PcZBMiaYxbl0cnKMeZo1gr+iUkUaBrz40k3s93vkYdQDmLA+WOO9P/cuPPzggzg+rfjoxz+LabJEe0FLch9dD24m5TzNOs/zOYeR8E3sBHqCxXYRcrK2dz1vFvnZJack92+e0M7rbqhG51+QkVAqQqs0p4Z8PprVfdZFFGAiOMwauMCbirb/4ztETrBDaBYryC0O1WIsoxd0ad7K3hahbjGvNg7pFNbGcpHT60cRcneFgDMiWwYNQVdaUcA3SGXMc1ETqE84BtDq3pvQY0CSlEULUUAkQMivtAVG84jZ74E+qNVi4ZqH6TzxyTBzUAVYlrQidPXfmkfMGlcnwFHQkgQWPWmBzWq+Bo7FDkdC/3PhRcT5MFtSNkt9/iEPfsgbn5K0v4WYsTEMIMYfDXnAkKxkPHsA8zKGDhBFwIUxc8UHPvhP8fo3PIw3PvEE9vsJ165exzqPODs+wbzdYcyjJM8L5MR4sAGTePbGPGKzWSuakjLcSVPYznZbzPOMO8fHODo6wqXDAzz5tp/Afa+7B8cnE97/ux/CpOaWCafRkUz1PGJB23bYCUUrcjuXG8w+ox9m7QuypCwidSJ/NpLeDr9HBiDmWfYxlfFAt/WQvVdrRS2hMELts2JMeMdYR4/nK73AEsukcXpEMpZoMVilYOru2xB+TlLdxy7bV7EseRT40cRNYS/HeY5CsY+Dq90+e6XrrhBwQDM7mQjzLFotp6EdVjUrXJtxv5it6YYsrExSdte3dzaycjYaEiCmCToNEzUOANdeyyhqyTwIubMQ0lo2LLyUNVf2nMN+gZsJaPxh5PPs8o2ighVswZuSSsYcy0ixl8LJamJ7SWvruARBHmPQsClZsKweNN2QcU4ADcTuDrSa4LbhYB7kGMMk4RG3j0/w9/6H/xlXr70Or7v3HmxWKzzw8ANIqxE0DkBKWG0OMQ4ZxBXgghdffBEnJ8fgWjBPE/a7HfZ7cWrM+0lCdnLGoGWz8pDxC+99L5547FG8dOsOfueD/wQv37wlFTt4VqePhGwkS0A3JFAZViWa0NdFA6CIu3k+h2HoskFArVWlzRGjynpQH/hrV+S9pJSgOCnMHPS1idWBdd/Z/CKRWzZ2z5hJUZQzjXupCWXRv2TxS1BBJ6dNBX9f5EJi0OVzJghTJu+bEjm5JeIygbc8azbu5c9lvvqYtziFrxUmclcIOIfiUN6I4YRkE9Ds0fm1SjR/jMkSAVncqxh5o2EYGowWaQeA1I3fyjc38rWZBtFUjX+XzcuKzqBOCUNTxsC0XqhV+bikB2IcB6TUNJa8IfRe/bKQ3zt5Puuk5hWz1tNSm8lM02HMXUCkvE914cnM/U6BcEOmOGb9bmtG0xwZDDk0nVlhCoGbEG+tHgXwpJxx8/Yd/IP/5Tfw9ifficcffwT33nMPfuxNb8LhwSUpq5ASSmWc3r6N5599TtoIJmlqIiYl4/jOHWxPtyi7PbanpxIShITLlw7wi7/wHty4fhWPPv44fvP9H8LTX/+2NgDPAMv8DZq4L69lHGkLe7HA+hiT9wAAIABJREFUVStB5KaRUgBOB9SWrmQFGI34hwq8WqoroYhElggtaa04mbeWP2x7aBncym6hAFoG+px5O88S9FxL9Y73vq+TuIznMskKsVZxRlLFzCBkBQlNwRmYyNqmELon4vgi9bE0K6MlYP/NGsQef2bf8/2fwnkP+/HPR6CvvmRW17e71INGsFLOiRJGDfBdBgFK1Y0gqNDQl/LA2jQj+cTGSVxO2NKc7W3/xpHZdzvIH71V+ux4KBRv+XMs3y5uYnuu/efCEoHk1t4TSZ0jpr2X0ffRHFhyKzZPnfkRtKgFpMoGzS6JHd1wi++LRRRtXRz9VaEXPvnpL+IDH/gI3voTb0dlwuXLl3HjxjVM04Qyz9hsNji8dBlnp1tcOjrC0dGhjGm1QkoZ69UaPFfJdDg4wDCuce3yJfzyL/0C3vuev4DH3/hG/D9/9Ek8/fXvYRxXMBiSUpbIDuWvlugorhmhpydAqgCq1PLreCuS9xf0Who/XBneHxXNy2hzE3N7295IWCI2u+L+MaeRfd6cYHGPRo6tHTV7duP+/F1MWcKQUW9ONkUnnxNw0MoyvZK52M3rAp3Z3l+uQVQAyekQBTcIvVOHfOEz7borBJw5Dfzfi3i1Uq1cMpzwv0h6269jyIZrC9uLGorQbSAiR4e+eWws4XkNtTFA0t7NUNNSQy0XkRm+WPpIBX+sDo+pe5aVvrEF7+J+WMIVnHtzJMudaWWIywRbbBPHqkgiz+ZIOCgOQ8AdD5V7bs7Xg9kF45KrIUXmXBjDOOD9H/h9fOM7z+LRRx/F4WaN9WbAPTeuY7/b4fTsBGdnJ1ivVqhlRtnvcXZ6ht3ZDsfHJ2BKWG8OcOfkFJwSDi8d4S/98i/hkccewX4q+NIXn8b/9dsfBKOI0JwavZCHASnJYYlIYYkqfP+AUcokSjcHQRWRiuYo52xeR4Z4vqXn6vJamvzR3BdqQYQLs3hfo0kXnWU2FvN6R17P924QOvE97Tx56IoeoBgjZ2uX1PnVrJxgWrOFksh7L9v5xftFZH+R6WoRD74mfu6qe6tjXJ3Mx/n5jdddIeAA4U6qO6/lD+tQL9sMYSL1Ox0vQbDquOJUaAhsGAYtD6MZDLV2wrGyRKQjCZ9hkf9F8xENHZoHVegHIeS5NsEide2bUGoCVIRuzllKIEE0e5mrlIRaaDh7VkpJYaf+h96bJ5UiArFNwoVNVSpUOA8ZTCP7L2u60RIdRpTXIU4TfLV667iIEu2yEAgTykvukkgcIbvtHn/37/53eMP9D+LGjRt40xNvxlve+lYcXbmMqUjX+XGU5tClVknU389YDUJiT1W8plcuX8Jf+qVfwNvf8TZsxg1Ozire9/7fw8mdU0eWJpApJczThFpby7q4D9hgvl6kJDpRBkkZYfXCNmLeBSIrj5UYtYojRIRp49686ZEWarD9K8rDGncHXtXMy1oxzZM2ODJFCy95b/Pe88OEPBjnLEo5IiwrkCpgQjhS68WBsCdt/X1OgvKq6pypFeDagoujxWPjiYDEzsZSCcafkZ5bQ24xkyKOp75GvO9dIeDiwJuWMe0mWqYBfbnaxojeF9NgrfdijRtRO407EW7P1v/mefZn6si6DW8CR6gb0bgyXsa4HnB4uIal4LB/nTpupgU2JpAKH9PSUSj2fw/jtHdXvss8cNYkhkAgJudcKI4d/QYF4MI+mpLOW1KvUDpkALQo++j8qc3ZE9FRi2WUP1arFb729NP4k6c+jXf89M9inifM04Q3Pv4EDg6OQGnEpStXMK5XkKDmCSkx8kCos6CyS0cH+MVf/Iv42Xf/PD71ua9ijwG/9dsfxOc+9xUJyGXyg8+KLpu51hefBKAhPaZgGy/chJgpMkuzaooDzF5iyNraCc93nse1Ut1F3bRNEABcpOmMCKXqytYCZDvFGf59EQdGEO6RtRyTb2ybB0VwjhYVkXVC35BW6sN/bC/Z+ywdB/67oCyjJRH3lVhFTSlC55jDGOKfF+3FV7ruCgEXX8Dgr4VvmPvathsgwsn4s4hK2v3kT+m61SpuuLdSP+RkMOBEqj0zpYQhS4rUXGYNzD1fvBAAUibs9zucnG4BfZ5VMDEz0MIgowlo6Et2mvxRYQ6DxvGZZ87mxOYAgFdXMY3OUP4sGVIMIS5Bs/qBQOMA7U/b1B7XFpRJ5PeiaQVDnjpOu8y8NY7PkMk0TTg4OMTv/d6HsZ0KHnr4YVy5dBmvu34D91y7Cisuenp6iv32DAfrjdcsG4aMG9ev4x1vfwve8fYnUcqMMRG+851n8E//74/g6GijfTJE+cT56prEhP3XhALUCTS2d7twr8r+stAJkCTog5MgPo1Xs1hOM6+Y2Zup2PwDjUbwXg3ORZnDoYVN2Dkx54Z9P44v/tucU8ZpW703CUmBOhMsy6IJj4v42vOOq/5PO4sR3TezuAnFYREms7xXtDrsex3CWyjfV7rujkwGAMa5S7qMbBDS1BnXnhRKcQcIbAvSOx7EXBAkxUiUO++qx8UhaCkYIqqoJJkEwk9rvidasxBDcvJMIGkZ78jJ2WbOwdPqyICbhzin3IQRQ4tgNnNPQgh0syRq2ryyBxpLOEJCJsCaxdgYoufKrngATOBE3s8+06PqVlOsCyjW9DdTGBzub8nrroCoKZNaK779re/gD/7gn+Dnf+5d3gjlhZsvIB+u8K2vfh0rFSBnZycYxg0oE6Zphx/78Sfwq3/1VzHXAT987od4w3334b/+7/8BTncVXCcQJY0LEydjUlMX6vn1OSDA2i36NgyUQUyToqAczNtM6bygtO9ZkYWUE7i04o3R+2yftflIefDahlzJzethGKXrVG1KhWxfciuUEAVSXH8TOilJpR1x2okn3uZBmjxlD6NibvGpsR2gPXPpNDFFaHNk7xTRne8l2RQKBLR5DqPbX3LG+1LvAM6966tddwWCs32G2lKioAUH3ROUxUiN8DZOHtAI20GJZK4ErkCSLhkA+gBeAC5UWoAsIHasCI9SCoYk8WTKvjTIDTiXJchENr7dF1ry2q6kJlAiBlmMkSIa65Zlm1syLAIhbZyMmrseV6f3SJQ0I0IPWnAUCFLQsjbUcyKRuLagX1mTpiFNUNu8EYASmnHXoNUtS0KyOVp4QzOJw0HRuMT3/eZv48Y99+HqlSt47vnnUUrCvdfvxcHBIU7PTlEBjOsVsnY7e/zRR/Cud78bu0kE02MPP4rPfPEr+OLnPw+UgkQZ4zDCQhy0ZhOIJPylaK+FaZp07sg9oxd58YB28Fw4ggDuizHaezUlQRLWg77I6jCOLYYNvRdVeM42R3ZfMWf7uLFEfVesuKcjcvdzlkKBVWbIblHnBWVp1wl4NRDndS3iWc1Ye8aQk1Y3RieAloIvBgjb+EspmDWDARorSIFj91xwkAKeHgXac5ae5uV1Vwg4DzsInIi5gclPsXZ2px5ZLLXWufgZCvyPXkvvX9swmsnABMuCSGFyWTkv0W/UfVdGSMHpoEnoBk1FgraA5IWZBMCFWvSYGY9mQkSEYm8WRLOzQ2A2KqI2x2GjxCDfmFJj8xg5tCX3Eg98NwcpHNrSa+94T0EUFSkNeO7ZF/G+9/0WHn74CVy+dAVHBxvsd1u84f434PDwSLifDHCdMO12+Ff/8l/BT/7kOzAOI1537+tx89YJfuP/eB/yMMJ4sf1u72hHHENyQIecun3h+6e2FCN7xxr2l81ntCDEG9sO3DRNnv51TomE4NeOAw2CyQRs5KqWnKyZz0vqIN4j3tvvz3Be1gVGNDkdYVMoxQV3hnRKyn8HtWraPESFZmtu3HbHe9tebJsKoAZSorJlbsUxiKjL132t6+4QcGq6UU5Akkj8nKV0EFObkJRaUvdSiC3t9mgCtDy+/gDbPZcxR3EBZKM3z6iZmGLaoiOxZaMUicKH1LEHsTa0tdI67f5A85iah9VrhIV3BNSTu6im4Dwh0bl3NvPJeDlm9npkdkCiYoha0Q5Fa7DLHRlew7hsLox8N8FtCNM+zwjjCIKk1IKjK5fwO7/7u9jPE65du4K3v+3H8cQTj+LhR+7HZrMBKKMwYbef8ORPvQM/8Za34HB9gGvXrqGC8Dsf/BBevnlb57LFf8UsjqYQRVEZOo7vHg+no+DwnjkUNI28GCA5z76WQSmacIhm6TzPYPQOpfOBvNz9zoSx/WwpGDuFSKTctVIhqGDqmzLXWs+F/8R9nLPUtyv8SoJTnV8Lvs7+Hr8T3yUqOQ6IEAtl6QrRekWk9rl4BiL3ftF1dwg4AIyKWmbvtm5mFQFOREY/altQ+W4UVM1jCAyj1BGLmzmiP9lY4iY3jxnQNsHS9Q6INqackDM1geV2dvu7jC8hJ2nILA4MeStm9PfX9ogXcQr+Mxu7/iyaC5bP130efR07e79m2lNLMNd2cefiqOSLnckaY/KY1UMcxmOOBjN1xKxtXdujUDWT6eTOCT7+8U/hwYcexTCOODi8jKvXrmNzuMHp2RnmueLatet478//HB5+5BHkUbJBnnvuefzB738Iq3HVl94hoBKjWAWPUKIKqqdk7I12KFp4YYnaKBxCE2KlFEyTBYpbPGITLtERA/SxibVKYU7reDZqkUt7YPR4j+aksTVUvrTWKnF51Jxotp4iZIfgKZVAK3F4iDUhfRAsRSwBKSEGadv+sirYEQC4lRQsg3kOqCrs4aiMz3lUB8uUSJq3nd3T7bxhLYDHwel/OSEP6dy4LrruEgEn2tJKJFmUtbnaZcOJyQg0rSYTMKPU+fwddSKlifDy4PcaSVAZoyhRf87djdiQhTVuTqt6BHnEei+B+EDMhXXhRUIYm0nUkBM7ypLbLMzXKn0ZilcvMS9aQI+A83MpJUdepiSseonNHyh6dM87ImzOorCP5ulF+blcuKVVQRPLDdUlMfnlfaQ8NbEc2mFc4cMf/giuXL6G/X6PqVQMeYU3venNuHbtKsZxhZ/4ybfiZ9/9HpS5YD9N2O8nfOhDH8azz/7QBWVn+pXSe72ZVZBYml7qSr2TOnYYcJPS3t/KP0VTO1bLkDXrCzjEtYtII6fkndXAVhlEFJB1X7PvzC60dav6s6UMkkEp45CZ4XtEHPKWemX7XvhkyVEtbqrOZfbqyS6IvcdEU/BR+IKxMD1be8B4hpZ0UAMnycc8FykWmrPs24hIba26sxq6gr3adZcIOI0N4hjLZs4Fq3LbazYThlYz35tvBDNUJvx8C7S44UqRgwYS/sx6NEYzCrBwANLcPb2XchT6ESVh2fs1NE12HkHF8dhmIVYOi1oEeEf6B0EkaEgLTIaMhIj2ovDye4Q5suDJSHAveaj1eiVdkMz0CSZsvFfb0PCSU/1mFi90ziYYRozjKGZeIkyV8dWvfQ3f+8EPcd/9D+DgYI1r165gt93j8pUr2E87vOUtbxWzSnsV7EvFb//2B2C2cERwJswTtCGMCq6efkgqENq721JGnsfmxBB/FFbNpI1/X+aZtoNonupYXaRqeS1xFImVMOQBq9VKU8A01GNhiqKGAGJCEG4meIqjewDSN1dTHs0ecoENcqeavfeS347I1p/BBaXOuq5LjrWFVlnoVZwXK80+z7OjXla+fUlndILS/587q+6i6y4RcIBFctvBaJwX68vPHY9G1JpPSFUQu4/lFw6Cohza9mZX1DCQSCCMKWNIbeER7imBuVBeR3mHlPtFsEqkaEGf3aZHH/xq15J8tcDf+H2LMJexK7Q3U4wDz+UbUjdUaoffN1NEXFD+BE1oxU1eNCk9zltKqSO646bW6fRNaQSzP9/jv7TactJ3BHB2tsOnPvkpPPzwo7j3+j1405vehN1+pw2tgUcfexzQyrqXLl3GF7/wJXzjG9/COK6d/+Pac5F2xUMaTcUOgaJqWXdogchGwkchFWMB7b8muBipLZXMGzfnlyBnamZ/ShKzR22ORy0OIWapILFaa7ipeCatBwKYpYBAaM+XEvyMdKjWlJmGKRnS9jmixitHYRQ/A7T1df4uZnXoe1Wu/qf4efq1cU5OHSqD0iaA4YW+DqG+up9/gELF7ouv1xRwRPQwEX2EiL5ERF8gov9Yf/6fEdH3iOjT+t9fCd/5T4noaSL6ChH966/1jG5Aqa8PtRkzwBXDagTlnlwUs0QqaggVEvMJxZwEkd7L7t8QUA4TC/WAEsTRATQN4vcjSS72ijK1mYpcaseBESyOrYIS+/OHlDHmodsgBsOFkyBkaofFLgseTlkaDSNJWXIzvawApY9bau+4GRGFkc1DzoNUBamlm5ukZpyYDpM4S9DPvX1nSfbKmQyOBjQzVUwmLeFTtHhjafMISvjIP/tDrDZX8Ohjb8R+u8UD99+LBMIwrEAEHBweYpoL5gr8b//oH6MAmObZOUA3TUvx/N5oVkbPKJGkCDKLB3TazxBYzrLnhkGqmaBxeEvPZUQ1zrNVAIncYWSH0pUEpU7hSoxmo0G8eoiidKlWLeWexEsrvWNL0QB2FSrurMqyT5fIvbMeVHYCQEWB5VYTw51ZUYBFIRnf16pMiyNOrR8KIME5NAm6zkPCuBrAsPecJNwkj5DE/VZyygON0ZQ/14pMWVMv+woqF10/SqDvDOA/YeZPEtFlAJ8gog/p7/4rZv4v4oeJ6CcA/BqAnwTwAIAPE9GPMfOrilrTGMZxSfxLwm4/AZpuIrB5cvhsOX0JhCGJmVosfCM2m12YV7bYk/ZftA1on7XO6Mab2XfIf99M3Ii0kldWSHqP7AnaHGKYovay70q3MO21wGoGQ1vHoSGyOWizWiV5HGpeLYWizZO919LMICKMWcybGE3eNKSGxhCFP7khx9ocBXGuYyjFMA7qZIjhLCowU4tJ3O/3SCnhhRdewPt/8x/hgYcewFt+7M24dHQZN19+CaVM+M53vo83v+Ud+PjHPol/9pEP49Of+DjWq5XX61eV5tRAnN9mls9grhjy6HwgEM14izlDMyMDLbkMj7F5j2ZrsvCT2szD5dov972N5aJMAaNfBMn0TWPsamvfPJQe2BvMTNsTzUFnsY0Sk0gQmsQ44jiWOPYO4UGcG7KH2nOkqGpp74As+deACnS4aS0j0eT9IEwNGZewjvLcVzdN7XpNAcfMPwDwA/37HSL6EoAHX+UrvwLgf2fmHYBvEtHTAN4N4I9f/TnNKRMj3asiq5wb6mqLrRwGC9nPqZk+Vq4b6BdmuWBR+NnPkgpUuyxq3xCCTXzUavYO5rkUrcq6EPJ796wBfjDa8wtyFueDCUVUg/xasYJVSASBYuzxMr7K/h03dzNfLLhTekNY/blousqhJ0dc0YvV7tXmMc5D74UVm5WUo4xEffye/ezkzjHqPOFjH/0YKCV88lOfwksvvoBaJ/yf/+v/hB8+8y18/vNfwEs3b+H4+MzzeeM4KveCVxr+FEUFA6yoJdfqXsu4P6BcqAjwJjTimsX5FFOzza3QANwUYinaPjL53u0pEviYzu1Jq7KbMhIPC6uivaf8PLs5F2P84hkgIm2p2KgCVHMQVO0s1vZrpEgiQBAlRxhSwmwKv7JbUXEfSA1DyH6x80CSJsawtpMDekXT7yk7+0uQ8lrX/ycOjogeA/BOAB/VH/1HRPRZIvofiei6/uxBAN8NX3sGry4Q9eZo5cZNaaZWPqZolQ77nJuxzNr8pZU2z1anCm1yZGPCSW4XEDrxnEiJi4aofAOoN3JJVDOkdHYvGChsQuhmsaDh5s0r1dKa2DkK4W9CCpqN0zgYFm/ZQAGZAZ7cv1x4O+iR/4lIruc0l8KrcY/RvI3lbIYQob5ES0BDkOZ1nufZuZVl/BKRmHSnp6d47LHH8Bfe/TN4/b334HS7Ra2Mw/UBHnjwIfzkk2/Hr/67fxWPPP5GMA3IeXRBbB5RMfWDsGf25G0TBIkIs3rgo4C1FCHzsIJajTRTbDJeOI3iphpXrfIS4tFq9eT8aLJHJBUPdfS+mhICegW8dHJYNRLAhJHs/dg4KOeM1Wp1zqqx82HmPDO6Z3m8YogldQUFCFXBjUuL+832gDlP/GwzOzfbOFwtxkqS+710aKTUSjP5fVPvrb7o+pEFHBFdAvA+AH+TmW8D+G8BPAHgpyAI77+0j17w9XOiloj+OhE9RURPWUHKnBpvBGZwEY6NdJjWQDbl5BVJGZCUKO0dKgn2A6wpRzZ3vKIIboYMrN+op1fB0rYEdcgitsBRE7j2WdF41DXAiYdbNp5WlqgtaNTRAtgbdRgfxnJS1cwVIUi5BQATiSC26HGOcho9mT6XuTvo0TUfzZuld8vuI6aLzMESAQ9aESNqWjtsUetahHzKbcz2HvGwGedUiHF45SoefPB+PPDggzg8uIRp3uPk5BSPPPYE3vTmH8cbXv8GbHd7WKqU8TSMPkbP0ZBtwYTOZBzygJSlr4MdzGxzBIkTIyQMg3n1G0IS2UeGT2HoxIThkEP5Hy2NHuv7vRKKjUGytl6Jer7W3yHOHbdimTCT8RW4M1cwuo5AKyobm+a8Ut22/l6WOx3qyoU9ZXMtfLH8bBxH8cxrok8bD7zkfyx4YNWOncQNlkPcxxddP1KyPRGNEOH2D5n5N3WSng2//3sAfkf/+QyAh8PXHwLw/eU9mfnXAfw6AKzXG27Bf4P9vk0YoZss2VjmZbLkbsDT5UnSDx2eA1oHTsJGTBp4AxdqwkN4AalCEjd0SkkCkU2IKfoCB4/lAgFFV7s+0MlggsT+WGK8oMwZRYV54YqBkr4RpLEztQ3tiKmyx00Z6iAjXgMJbtHwdmhiWMTSlJGx9wLvIuRgFV3iwVuGpkialSguQ9TLtDA3tRi4fOkK1usVnnvueeRxje3ZCRIRrl6/B3kYcHznFCfHJyizCF8GkElr+mkndytTZOMw1AzdJ7VUYBiQbZ8lmcf9fu/vcX4+jGuTggu1AilbVofGZdmBY0ktGkLl6fi+Vo03CoSloHMFs1A8IIlbgwn1zgQNa1rEiSI/69/HkSoJz82ELj6y7eU+K2g5Tv+3CecOJfdIdCn8SinIaejmxCympPeZZ8kXtmgJAxwgdPTOq10/iheVAPx9AF9i5r8Tfn5/+Ni/DeDz+vf3A/g1IloT0eMA3gzgY6/1nEF7Ddhw40QueQ9ZfFsIwIhNyyGtXNwksEM5DBHJkdd490kDgMqomuRPDC2O2MzPzmPD7Lg0xoaZQIwb1AWLoz84D2fv7OYfhDMajK+pFSVUOI7xcfZnFDJ90+zmmo8bzvgMu6Kgip+x+8T1aK/ft4eLP4vpZgSZR09KDwgzCsNhGMAE3Lh2DWfbU9y+c4znnn0Ol46OMOQB2+0OX3v6q/jmt76B0+MTXLt6FcwVq5V0LZtLQ3N2eUBy1cKRc1MEZjaL4mvFBLpsEGr7T+6XMAxGD7SiB45u0DIJxnH0GoD2vvaeKQk6HELqV3RcRcEf0V4r4YSuKZCHghBruE8J9+VuDL5fNDxHuMnzzhgZ7/kshqgwAQhFRKkruGC/j+8VkXZbJ/VkZ6WGTEkP2RVS4xtbMDzQOPC43hddPwqC+3kA/x6AzxHRp/VnfwvAv0NEPwU5q98C8B/qJH2BiH4DwBchHti/wa/hQQXU2OSW50jq0kmJUAvCxKtm0u/JIV9A6KqlX0KdeobWWoNNlGzSZJHTzW/qPAzl7B5K0Ux6OEJgKAchZp8BGtkMaJfz1BbDenea6WeLBtYDpjC9qAksTgsZd8oJVe+b0tDK2dSqCensGyHOSTMZ2saJh0rm5XwydORpXIiGgxjvb6hEPGHBcaG6x9CoxUxlSmJ+q+ly7dolPPLwA/jMpz6Pl156DuOQ8e1nvotKDK4znvnWt/HUn/wJLl86xOFAuHL5AMdnExJY51O2s3veyqLisO4NgMF6cGPhSUs5g6Fd0lgu36MAknQfI5IQmr5BNru5a9yjK1nNGhnzqu31BdcVEdty/iUesUBKckl8oSFGe9fsNEYsJ8Ye6lKrlCIr2seVtSSYnQ9RkLG+nHzfPJYmqKKDpCiaTBqnGavYRLNa7l2lcz2RNoGyQ2z8c/azZVV6omNGl1CpA6Nr/pQmKjP/IS7m1T7wKt/52wD+9mvd+4Lv+SKbOIpQNiK8pUDsQi4gvEiMd1KFHJBg8nuJCSXLaXl9lv8WCVNS8zduPEMxBq8BEVLTPItgU8EECEfCYIwaOmGXCBtDaOrKRzOx7L4GzRvfU11QyXcVeXAwj2soa11aOall1QcTtEs0FlGoPKN3DhgKsU1nHjE/fPMsnbJUaIBFgQzqJKrMzhWuh4wnHn0QX/3yZ7E5PMTN2y9js1rh+OZt7IiA/Q7f+9pXwKs1rl65gscefT0+/6XvgPIIhAZC3ZqFd3NTOiU/mG4yUuPhzISyLu6GSMyUAySOj7VXLbF6WbMdxr4AQ5y/iH7i+CL6bMR7j8YlkDnEsqU+RCX2V1ia6BYK4ry0KVZjbHQNE7UiCersvNCKWZqsc+cwaAjOEL54WZtFgNpMVXNEmJAFWVgSfM8Nw9D1/Ig0zatdd03By7ghS62uGZkrKgRG96EcImzsuHUw2hbOhZDUAUNlxMh+ZgnsTWxaRvL2wNzB88paWFKhcnxeFHQm5Czw0t+jWu5c87yZALbvCeBp7ndA4upqKc3UAV8gZFn5MjQeNhzWJcqyn8VQg3OeO914y6R6Q2fLPFpBze0QJAD2TTOlYtewWgosPEOS/EWjr9YHuHTlHjz50+/G9WvX8fGP/SE+/sd/goceeBQFFaVOePIv/mt47PFHMCDj2RdfxOe++J9jnvZu8gMtCNzGZ0LYubWFwDEB1ErWh6Y/Iexi1qrOHMJ3ginh5jBCDJkLMOUHS52QhwHTfu7GEHk/5lb8IHpbiZopbesUEXa8T/TQsu7nGAge9y5YXG9Q5S4hSeyCLlIiphzt5zZPLujm2Zs/2ztEKiJSIfZ930fBWiqloNhnFRma0y0KTXunV7rotWzYP4tgmiBIAAAgAElEQVRrvd7wfa9/wKU0o9n10p1IPUs5N6+cHuJ5AZmZWSL9GS4ERQs1xBffOQ3ZTRRZ3ebJ8QPD7ESqLdYwDI4COtON4D0YWCuUQDdcTrLwcayACUcT4sqVEDCk5Gap9+QkyXPlAvfeCi903gFhGjQiiWhq2uejmWs/j02HzdQZBk3SnmcQ9aEYfvDRuMmU1eRbHHgRBlVS7FRogggDEfbThNffuIp3vfMt+NIXP4fCwDxPSKXi8HCFo6NLSOMRvvD17wM5Ybed/HlDzk4vmDll2t/m2+bDgrwBdIfO/u3CxRShprMxc+vJC01tm5swyWHPOGqFoSDpQ5oooRRu6BdQq6OZ17ZPopBkqFebeu6powkAr84syNQqf5gAIa0MrFve0CEBBGvwYy0g+/RGs4SWAtL+7Sgx2HsOEmxvJXGdWiP2BPJGPra/vYGO7tshzKGBG5hSZsbXv/nVTzDzz14kW+4aBAf0SIDyMl80xIKpaZPizwHPzRP+qqhnBihagilqP39e0c5ALNHrVKkJQsXoXAIpLztB8+xIvFVh/JE3qNCMBtISSxZuETRjQ1FDQ3QASJESAVK+Gs2lz4oIV/q+tUi1XlQ4kS9ENlzg1lrdU0VEYFSpfDuOnSCImrr3rqoHmoX7M8Rjl+TKmgnXsgEsITyS7BIPJ0IUoYrrXBnr9QGYBrzzXe/Csz/8PlIeMM07XDo4wO07t/Gv/Bv/Jj7w+3+I7X7Gei0KQ9C2med9GEPMPLBL+Eox9zjMlwnAbr8FlENo7yd7FV3JcqBXoJE7svCNBMkZjeEgNm6ZA+uWls6ZYVyFx7Jwm6WjKZrhtVakQYJnc273EjTJChxI1ywBZNlBlsHSUCQg7ynVR+CAI76flGDSLZcIpTZrw94zZuQwMYxTJJZAd9lemkXhlgy85lwK75bJeM5Xp/fvGgG3NPU676D+nOSD3UJGhOJIzJBcse+JoLuImwGg9r9tXMkfkflNToZ22rTKZ6p2M8cir1TuY04DPXzmIFDS3cq92D2jOZhzRmJBD5UFORFam76sNcJci6cEVEl0t5+L8JdNYtxQNNsiMltyK0vk4KQvWcPfPi1smdAd/4zPAxo1EE18C1I1lHNycoo8rrGfZhxQwooyMEly+NHla3jx5m0UboS3IOSAzBfe1OiBNiE7zdLazzrYOwLXy9FCILnjn3YZmo8eSpuTOEdulqWExOo8C593UxTnA64vSrmKv49jjXu7Q1bBLDSlxmzhQOThZRYszalff6NfKGR12LhtPxhlYnvfzq6PQVMrLQtJwEBuzhnZxh3a7kFAo6ni2r/addcIOKBxEWZexEWhlFBCUUYLbVja9IJOdOKXToKg7aL2i1wHoS0YYERoryHN64faAkdN21GSrAtDc6b1mVpVVxuL3X8pBIgIk76/azLzMxB19web90/L7aCvruoIBX18F1i2K3NDM7YG8h5aSLE21z6paUnUvJV2xYq1HQUQiHDj4eL6EpPnptqmL5Wx200ohTEOGVQJ+90eqVRsxhXmaQtm834ad8oacErdYYieSRdWWkVkXCChKKjs/czMjOu2FFrRtI9CJX7GLhFE1I2rcvXk8WjSxTlcPsOUzlLwxfHYGYmhLEthaEoOwfKwPWO/J4HHjizBTdC3edZahvpZiVO1QnT2LLijr6q5LNVALIRKLRbb92h8ZJwboFV0SX9aL+qf1dVNOIVobQLGYUSpVavzovX8pJ4szjkBXNUkpZYeotcyOHDJP8ok94KnzH00d+S3IgHsJYc0rIBSUtI/kPw5oIEQIhI3imt0kAuZUjSI1EroUFtsLiEzY3HgAKloYuEPGdQfxNRCBxxB2UGpLZzDNKX9/SKlEjV6NJkumje77IDK97Rxt5ox0ywxiFK9dhb3ChOuXbmKaT8hQ+gBaCxVyhmYZyWmhXJIKSEPowf+1hrKRVHjVoFWNigiMH8fZo3El4/Ps6Q1xYoWEWlcFP5RqghKKYMupiHZepgA0N3XWRlqJkdBGefYqAcv+KRtNp1HzENzimDJiRmlUb2ijllAy3NJlFHKjAr2MvlyT4v9U25znjwcqJRZM1j03HLLeCBZgOb0m0VYCX1eXfmZQrBzWTT8S95BhOOrXXeFgIuLCmoLLZNbvS8DW1yOhlxEs8LqpaU8oE59dyhbbNtsUbsDzREmQ2gE81yLt1C7CPktN42Hc7BxdMmL+olg0M+a1gzFAIDeFDFhmBUpWoUVy1X1dop6UDL15LO9m7VKTGHT+kEsIXdVn2mCjNlqjPXxb9EEXZoqvp7U91eNf1/yYfM8uye1yyBgxjoBiVnWNAPbHWNX9phqwTCu+85htXmkZQyisCRe7HzeIjODmN1RE/eJ0R1kSiXGZpEUZ62lR6xRcNv72pyJQFWuVscQMwecV1Jhau9i80oUevuGnFAbExTxpETgWSkW7VhGhE5gRcVUSpGzlJRjrRVsQhUBzZP1NWHJGlnMtaHAcRwxTXvPFTdvqp9TUyjMzo+bEcvK7Q5jRuGKeZrCeDVXlVm5O5lLK3P+atddIeCWVnRKmtqjE2ehEjknzJNF3ctnzYxgZolUJzFZcup5pC69yVBS8HiJIDMuwkWVbCbuF9ue6+PnwBkmWwwAXLGf5xamoKZUE+g9vxAFiQsoRU+mtQRdsStbC1pO1Dyf50r6kIallFY9w82yYIaJvA35touxxbmG8lfLUILlnNt97N0iejYTSryKygllcZxsz7ZYJWBAxVyAioxSKzarFYacsMfsIShRwHjYApJ7N6MiNJOtKL+ZFig+WgSA6KBhHLzumfVtEKK8D89Y0iHdfSowaxPolMThZaEPHVKTL7c5S6mlZqmZb+87jmOndKTG3gDAyjxJLN+Qx3OKiRKQh1ZOP5rzNv74PhEgxL3Z9r1YOxH5xnkAmaOqzU9cF+OYAXPU5U4pw+rbKfo2wzpy1xddd4WAA3puww6lHaR5LkipwpSkJUTb95JuAuPeItJaHizTRvGZsoHIuafId8lGEURhl28StObMeQHbARFyMUygIQjS5/SLvORTLuLmSryPasOsmy8GfcYxspK4Jowi72hoCwgpNPrz2FfBfh83vnedIkB9NJ1AcYRhc12blzilhP1+7xkdgyZjyzvJYU2rAavVGi88+yIqDZi54ubLt1CKFhLQUJVxHD2PNKLKJqxC3wn0CCSitigo/WBniY0sJJV4mQQtSte3hDJPwdFROyFvSsHmUu5NXm/NPzNkFM3WqWHto+IUTyd1AjUmwzOgZyZwddJHrXPs9Ci/gFg57bC2vn7mySfq1jGeO+PSKjPmeXLnypKDjA3Q4xiWXuRJK84kEHiRjtUoFEHnHaf8CtddJeAA4ddSDi3nim3IQWNnmss4UejhmFJXry1Ca7u/8xILIWgVREm5gjLN5za/j9O4IhahEU0aNy+ThASAemFincTFXGl5o0ttJ2gAAJr5JJyGVnnttJ8I5+bkAArPMEOfgxkcUUX8u/07EUkaDZHn6poJ0YI2GbXOPiYz4+ZavHm1zVd0KghfQh7rZGMSVCCZJSlJRHvhGXfu3MbVK5dx59YxkDKuH21wup3AbEUKWrBnFG62FhFhC/oQwWTUR4z3igcYETGpsAUYq3Elh09LW5VZKjXH/cQq0I27jGOKaxBRYFbuy0xWc6BFJwQRuQCKlz3LEDAIEhxuHCjQFLedLzelE0yXR/RGpN3ikjT3ZpJ9FJGalD+K3ncWL75SSjZM39eJRP8t9nuHdpM61yZRHnbGXBASOWqzdelBw8XXXSXgIqdhwiOaUym1aHhDM/ZdoJHrMVhyqaljipJdNmlJBWhEklGjt40sEywE9MW5d/bvXvBpbBngG+mVFillQp2bN9BQzziOnt5EiVCUaDf0ybNschkDdwIlasJoxl6kbalqTi7l/t05oB+5qVdbBhqPuJyHlBPmyYRpE4DM0ZyDeohlHY8OD3FpHICUcHx6hpQJh0cbmH0ezbM4//FA2x7wWnQQ03rQvWAo3N6nzBOM9l+iBxGQlhvcc6Lx2ahA4T5EJO7beF8AHh1gz+n2eGklloSnHPznlq/p82DGQ9ivCDIx8n0Au0KKaB6wVosaiKs+LAcHVkhBBcyQsxqVFQmA94UgMYOlPWuLBliG7CyBhFkTQi22MmMxiiLO6VLonztHr/rbP6MrLvoSXdi1/HuEuJE7ANBpv/gz46hiJ+6UtAaY3Xdhvtk9PCdxboGYLhjDZ+N7LIWX/772WjGaGi3XNBw8ZieX9/u9RPaDuoPj84CWxJxS7po8R6ETierYANh+Nk0z0AmfAqDlFgItZopIzZ2w6aJwY2bsd3uYxzMe2rjmlQsKi2l0cHiEYVw7N7efK/bzhJ2iNbtialIUrsuqLjoYMCTSH2jt+1oPAniojRys5gF2vjC1Ap8XNXQppXg7vosE8HJ/vhKHZL+3Om3jOGJcjfDwGDTkFU1ZR+NBYF5kulNY25Sz7wF/PrI6wVJrpYm+Q52b1MEsz3nwwpc1VHhZnlcbWzwXnYIKPzdHWXTkxHd+tevuQHDc8wRLs3DphnctROreJ/KyQKbFIgfUI5DztephphL3zgiDyueHaylJ1B0m82zOGp8Tg3OBZTzTedLVE49TQuVWHQJEEpXOliOLFk8kVB4YjJwGIKlmNiJ2gS6WAZI2B9FBIeS1rQN8juy5XugyHOKoWW19zKQFkVQNSRI6Ew9STBWTjIuCQTf1y7eOcXZnh8oZ1y4d4eXbt3Hr9jGAEF5Q+oBpe6eLDjgr0h0hAivmVdpnDZWKd5IdfQJSOCCi3Wmauvc2k9nep8Rm4oQu1vAihWObNyouXX7/jKx/r7gBePDucv5jOpj9fS7Fb7oEAT0f3JuBktlj+x+qMJTqSZoBAc0IQlaao/GycY2WgGA5dtljaiGZ4lFEarRJtD5e6bo7BFx4WVr8XX7dL5r9zDcA0ASb5qEuN4ld5yS+pQqpcFTjBFVjz1K2tJPea6R3U/gsHiQTcOaRzcoLWos2Q37xIC5NKUDQkAhpBnkQpnrUWEjz5mzQUs5MYNK0M50P55qSkc7sThTTjEi9kG0oRe5tBD0BmvqjEx7mUVBPz+nFvxsyNr7IhLi9s63tOGSABpRpQibCOGaUFWF35xTbXcHBeo3N5qB5u4n9EJr5acLYTFjbM9aLgbmA8so5JDHtlFtC9hhLea/cOF6SZ0aT36tk6HPjIbX+tqbk8qjPry3VStZahBZQUCtQiprw+h5RSVmMWDKeUPdtCmdhKbCWcwyIgor8oyGwKHgbIrMcXFXMpjlD+S9WI3UYRsxlr1aE5aU2M9vmxgFLrV0Tpc58N6WMhALjRCtq0ewL3eN/PgQczrvnLzJz7PdxsoAe9trnG4IIGiiYm27WMmM20860rSEgk3vMWs+sjcfHnYTopYFcKyZKLZ+wSnUJM3ts3O780HvmoXnFHNmx5Um23Nuq44tmSDuopM4WGZuZWYAUBq2leXwtWn2ZjG/IxubQTVkGkif+n6cRlmsRuZVOOzODal/EtL2H3Y+w383YzTNu3T7GbrcFAzjMVzCkjL12WjMUG727bT5qJ6ysCCTAKFrrxAt9Ai2oNFgK8u6LPRqEZnOg9JVvzVSNyLnOxZ0QS+Th8WiOsmdU0gq5gauy5xpqNdRdF+jI7hnHaPvB5nzWSrnLGEXLKe5it6ioEARgFXfiOWARcvMsgb0SWE2uCOMe8VL7ZrIGIW6XBWkZUECFB8c7d4wf7bo7BFyYgMip2KL1aVN93anoNr/IRLGNsKxn1mB38HRSy7WUz0rHcS4ALeJ7nHOpoZELW5IwYFVB4qbvxqfvaf1Fy1TOCVAzj9x80woigB2K1sNSPo+GMgDNe6y+oRnS+8Gu+C7mvbsIUcpVUeoMUHYha15A5v6zdmjE62tm3iCeRxJPXTQh3evJEGVTZ+ynLfa7imnaYnOwwq3bexzTKQ4vHUrJoZwU7bQUKxcutbqCial0zIw8nC+VZH+PXJKPj9mVXHRqca1ezicK9Yv2oC2OmFjkHKDxWqQecyLCXCooJ7Es9HBHpR736krj4ErtlTuA7jxEfsv2fyxfFVPpvAkct7RJ6TssISeG7Jvi4ObIYEXUzMiUQTl5ualIMQHiWInj7SyCnD37JMoEmwcQeYn4ij8PCI4MbYeDrZvhQsjM7ELLNpcdkqjZ4r3i962HgZltxg25Z8f7B0gT5rRqAY5RKCw3MxE5YoMJvGRBsmpOmtCDegwJSN5KDa45XZhTi42SJjnioTJNGPP0TJOqk9HNNPP2Ve2AZJt8iaJsrqJAFlRrC8Uq0M+nXcWCneM4tAOlWSfyTqRt/nTROZQlcsGUIO63gsoFhAGoCaCK/b7g9p0zlBkYcjCfic7xaUtB7Y6jhJa3qyae5famnMBz6Xm9cD9HuiYYQv6t3FuVTy1IKXdxWoUlX7O486LxvAhCckByD6y8V+4E2BAOu61bylm86mo52J60IPBhkM5j+/2+nSewx6b5viaNP9Pdb4qvzoxE7MHO/dyq6cwMJCkdJSZmAalpaRQLg/xcecl1XQN7Q5lnrYashW7rIi+9+N6Epiq+8nVXeFGBYAoGzxB0M0VNExcW6KFtKaUr4RNt/xy0aWf+agxSU0K2vHJZ4Us32bhxLst7GRckTgJu9ybxbMZetSYcsjeWEQ2/jOerlUMTld40t4Nlnk0T/DI+jZS3DcCNR4wa3cay9GzFz2StZpIoC0fJ/TzaYZED0dbK0nvM7E9JWvopA9BpZVNoeciglDFXYL1aoZaKkztb7HcFly8dIo8jzMkQ58HrtpFkZyzRiT+HWtmqjs9FQ0mGCE3BzsG5YOjJ0LVdxrcWJcdNYE2KnIU4Z+/CZsLdYiFj8nimhNUwNpOe6JyF0qgD9jW2sxNjP02pSkOe1vbR4tfmWlroyVw609qelZMUrvCMocBDW56r00jUnD+xN4Sf7VK7VDD7fAwkHvLgayTnEd1eTUlT00CdRXLRdXcgOAYYhDzY4YkHT0w3OwQRZURhFhGVm4zhsJag9QgEynKfqcwSFY9QTSEITRuH3cfG4oc/EM3mtU0pNZM2h6BioLVyYyAToUhHV/GCBY4k8hURUUWTHcHkiOaY1a9zLoMEOUmEXHKPc0Rudn+fAzTy2As8BmEUTX7pn1G6ObAxMYT74yQohiZzhDQBau9kXrNSCioSVrzD5XHGjgugxDgzY6oVQ/C6uym1MNVcAHPzokfEa/NMDK+1Z/XW7D2icLT7mEIYhgzKUp7evK+mnKxU+zAMQNVafgku6ICGoGPdtXmeNVsCjrbjvvfmOAsk19B2T++YwpH1CIrYavuRzQU6Pm55DmK/2OhY8fGhWQ1DHlATg1iLT7jzr3cW2rpHQW9jH5UHnqapcdtBOYvn1kidV77uDgEH25Bwfmc50dH7GBdwyXMB52PjhGzvE8/nUoFZBFDK2aFu/I7dy7IXnKfDxd4qRzoBLUZta0gGLCYKsfTPnMos0fh2/1AtpW1Oe6fqCw4IKrQUGEA1oW6Q3X4PkDlVrDItgWq7b+QnY7kgaZRMYC0EamNwoRDG5m0Tw7o5L0UAaUXi5Bs1d+RzXGfphSvexPXqELVWHG4y1psVNlcuSWklO0TUFEsJ6x1LJsXxRNPKa+tdkIIUBQdXlnUNP3eqBC3Dw0vs671LLSBuzhRHfUtLAvAGOLYW0gi8WlP7Tgk4V6bC2mqsIZhty+fYPJvQJt1jXJXvC2vrez4qUkA7XaE7a272E3mWiCnwLDcCFw34DZytnQfLvjBFHM+UtSBs+6s5vqJTIq7pRdddIeBEYxXMasYAF5h+RNqboLTcSvSorUN1BFQCiBljHlBKq40F5QvE5JSE6wpGcvTYexWtpDJDatfbBqrMmAwRpJYnysrNLPlD0pAOcUYo71gtHIOlcgg3QRMXsTlX1Nw19IIBBC3xHky93TRJra2cUNjK1ODcfaMpYs1SHAGzHLLKsb5/jyiTbWKJiZB/E3wTWvl2e5abhX4vhLku2qhHhOELt++AiHF8tsXJtuBKvoTt2c4P3rKgpPeuCAcQQJfHCcgYjWTvTH4I+U05YxxXmKtUHLZ7tLRA0lJcitjDHNqhHHJrLNQhldq8oiL84Otv72S+b2ulCYajviiQbU1KKZi0F0JUUv7+i8IQDEhHLe39+/+2d3Uxlh3F+avuc+fOeHe9xjFGFiBiIySwosixDEIi4gEQP34xkfzgp/AQKVIACR4ixQgpggceQIJISAhEFAIBxD8IXpBA/ChPsYHENouMYflTwA4bQtZe4/m553Tloaq6q3vu3IUwd85ldGp3NHfuufd0nerq6vpvvVCuO2vI6GX1s3bd4yF9+UqUv9bi7WDput7XNE5LO/GKjK0rgpUtWjeVEnkNTTT2KNgIAaeiCpFi1nCq6KaZRy473XLOPFGZy+EmQ1KzJnS5dZH5KIxotuuIP4T0el8RjSX6kE02TqWDawgh74AAab+2kocH1Dte1jCc/1AOsxHncRe7ys/hF6DXWGvNqdTGtlqGHbpM6tD30ahMx+hbIhUzZsj5b3VW/LI6QRs3d7qwIxm9BhVL7zd5DsP3cKY9g7G/f4BrdubgvYitrYBuJ+La8zvY7/dhLozWVXHIp6dzm1SjNaHSav9e44yqnYVO0lG2uq4IaciGacEFSw7njBHy83k3i99E/AKXwBNjGJZYKyhC11KYvPbmBaX5YNvNy8a0+yBrTaT+2FgJMq+d+3sMwwBKdIi/7DtZW3f87vmjBAHrjdt2g5ykr2OBUFKRmMW9QgwekDX/TMPuD8EHB8LWbKuYBShOWyNa7VeIWcgBUJOvEFbM0KARpwQrWvfmioxq/4pGUVrCWJmI+ZFEc5zZuQ9UKgNkwrJCjRBKNLcSlg5/77er1GzSJONwuD2NZy7zm5BqTbLLl2YEgJiuabBEUqNhyuaC3dPAjxMCSVcRPqK0iKwWsWFaCA1jKOfHAqWtTfkcZbqJiSMPE9Xc6xcHmF+zg1m4Ef97ZReXL13G9pmF01Bq09MLYRuP9H5wAiE7vLlu3mmLMBjN+1764anrwoSonZhGjn5ek0rZ9JXcQz/fXvgU4Z+0D18R2Pm+Zpr24pawllYpJWQToLESvJnp6e0FQYWLrS/3vWWCzPA2WlWbiONdf/9WQ04aXc5ry2140E3QfLHdzFenuEi+yoRW6TkKNiaKakTzDGqTzO5k98F8Rsq0cIvSftt3u041NUp5i+26ToQIJze2RCuBoGaa93vZZJQazOQWszFwZgQuQtbq+7yvohVYdg+7JlKraEU+CmifRWbow4EPADmLXuhX0mjkmWI2KwwPb65VArcRzh76fgFRVUulhNc+fYmbX3hGqxAkjyvfm+SHWRoJ7O7tIQwJT1y5IvlmCRh6y/QHLLHApwQdHiPkQMdisZCIpvuMPb/RbLY1A4eARd9jcXAADHVwIcSQz3M1szBH35Pr7MzF92a+OuOnys9JkhMI5nxkob/GbEdQ6kZmfCb/K2Hk/VpWz9xuqMYPgSTSDJayLb/27F4+QOV5wG8Mwq/IZ5S0a8LPiT27bche4TClxp4hDQMODg6y31hJkO/t5+1qsBkanJsgwGlsMNVaE1o1/G71pwxgYQXWKA59Y7C+d34LQvGlJetj5qJsxjUQzQga9TNnp+XrmJbkJ8mD4QE0dZDN4jNHfjCGSbJLhxBgSUHel2E7m5l1UMFvyZcx+y5RmIKK81rJnBeV+PLaQEx92pN1s60EsM7PrFONW00XX/MI5tyR1e5ni8w/KzsBYK4BqaMNCF3EYojYW0R0XcQsJJw9s4XHf30ZhIDYdeC+CGnLg4wxioBPJaCUz7UgaTvUuWe07xY/U4meZm2VAQ7yXDmdh11yuTNTvRvAoroDOHfuENdByIE006y99mY0sshlP2h1CXOJbKOkxvgNVvgyiRWgSdjeNDbwcyENX0M+rGdIyfxGld+ytUaylpgAK5vz2qk9r1/Tdi9fe561T2fmhqgIZAggqrX2yvI5AjZDg3OCZkip6tyQtQJmlHKbwpyS5DjkmjavLXmNRgSK00zU1+ejsAZMxf4HAOsunHRhGvMbLv7A4Aq3Rgi2u603l0wr87l7/j7yTIqOJhLL2EPO07Ld249ZF/urcFSPovdvmiboGdL8QDYPrXPeP59FDv3z+yYJImRV+4ixcvqDpVEAUenQApaqi0v/8yvsLXYxnwXM5tdgaz5HPyyqJGW/yI2mOTcQwPb2DmbzuWoKnPnA5l3aDtXaP/Rv0fjNoqgj+ACyVtg5IRNjLOVu+ixeq7HPtGag8cYwDLnxQ9sMIPOug9wGSQVV182Q2Dr8Fp7zG69/VqODzWsXpdsIuOYRA48vERA6AEiw5gR+ffixvZD1Qrk97MdMd08TP26rsa+CzdDgFAIFINpDDbA8cuneKsJscdCX3UCFfG22+bwqndxBM+SVN4gIxGrza4Z554lGqnYnliLpVOo2W61s2U5lv9uKitofkXJU2K77CcsdSrIfseScWeROFXtYYqmPLvpxjS6+5M20wyqQIwSA+TYsydTv1v75vdbQW0PLJD6/rpvpZ8SRXs7Q0NragXPUuQiakOez7xc4MyNEmqE/YBzs9whbWxLRjR2AulNLpQXJJOfn3H3qqRw1j+p2sCanOSnWbSb5vo3AFL9jWXBWDpaYpUoAh31fIch5oENKSC6Y4Dsz+zmQQ3ZStanJAdpaqUMRCSkfQRmcf1k0n5h9uB4PvyaMr1qNjhzNOlUcmLnqVOJ5GYAE2biUBJrgtDHsft7Ub+9h2ndeT8yQumrKcsHznPBSfUj2UbAxAo6UeYJmWAPICyQGzeNKTasd60FmO/8Sx2flT/KamvqvpFvBUAkH6zASu4jd3T2cu/ZaHOzvISVJEB566wIot2od3K0wa19n4UAQAdBo2uyE6UKLov3zdGLUbE8AAAlMSURBVJbEa45p1bXCkvGg2kXfMFHt4JVW0fnQGY1iZbcBlXtaSgCjnIfKqlXIApFobNmBNfM8SC8z5gRwqQ6xPDIzpwhJDuOOHXb7PVzZfRLPuPE8truInZ0dJO0cPIudZucfToOw57IedYlZyucgWk3sJDlXNMeSQuLnKKqgGzRybk0Isn+PqErMNivDNLWsHQlWGg1VxtPgEIiqMqTECVvzLfSL0ireNMcQtD6TZE30iz63KMpaZQhI1kBA6ZvL/FB8xTaP1vbKa3Kefm3ir/9u3lBYAnAaqoO1+PKBiCx8vdBtxvNrw9wF2Yw3Vk4uB5SR/eOrYDNMVEC7wha7u4ty0EfJPK+jVrYwSScOhCqEHruYd3FxrbnkVNsFAG3aWHZt6RjBuSll7CIWagKmNAiTORuhVcHJjeNfe1U/7+4U5CCaYXlEENBdMBb/DBFy7WQxLTR4MZSa3IyDOs1bH0xUM5G5nCthTGfNEE3I9ou+br7ZaG/DUJzNfhfv+x6LxUIXkAqDVEqfvKAFM9TNhUCE+XyO31y+guvPPw3bO2fxxO4Ce08tEOMMQNSus8jmb2ueexOn0hogeFqxt2mt7VyauWdmepsQzFyqFozOs9msMv0sJUMc+3IvixKnpK2TnGkt81fmKPONfpeopOiYWV0FJVL9XRMQ8jxFmHktEe75gSVRfRTT3T7r3TqcyrkNdjygd2UMTpv0WiCAKok5W2UwhcE0NWc6d11esxJhvrqZujkaXCilKOYcJtQ+Ivvt7XgA2sCvMERhOlLztNWgxKyzhc3kGTig6yyiKQmKi4N9PWIO4NxWR1ooZ/PFgcfX+z2Auo2NDCgVEO1n/e7md0DbAiqmC1rg7ZzX/vtykvsip3R4WkgaSZAcvFTOovA+rRBrLcdyD+XQmNJN5KjosH/+9no+ZEUXYYwRKSTsPrWL8+d3EIbr8LOf/Rd2F4xrzmzjyScfRwgJFCyvL1U421he0HuhJGOZXlUi4j5KB/d+bPyUpkEwrDNufdiMjeNTUlresHtlE67vc2Q2NZ8lT3dnVns/buVHdcKi7xegTuusudA9WxzMuUlBDIf9xZVVg5LB0G7Wptl6t42PolZKidE5FAXDa77eneJ5MCsrqrXmQAitFnAbo8EJQYqjkqh0WWjNu6PsebtWCr1TVZRdJljMYC8I5ODasouLT6rk4Zw7ew5nz2xnrREqFG0Xlfsuz7fzY3shNvR9dcCJH9vuJykxyNpVO45/rxUo2ZmcxAfZD6V2V5BxzO58GcxcFa+b5mXg02TMT9T6Jr2AbZ3OxrRDkj5oDMbAUmtqmmXXddgfGLt7C2x1ATH02J6fgZ1kn3FxQrWadyr+M69xVKkVcmCAJHC7TURIw5WmnH2UzVz6TaRNEzEhZzj51JyKLxydW34xC6blpXYDbJ8ZKEIqxtK63u7l6WBgQsZbHVkYO+FaWSGhblvGWlvNGA4Jn5ZXhQfcSWRurbfuluBoJeOIb97Xoy8DupqKdxJARP8N4DcAfjU2Lg5uwITPKtg0fIDNw2nCZzUcFz7PYeanL7uwEQIOAIjo28x8x9h4GEz4rIZNwwfYPJwmfFbDSeCzMSbqBBNMMMFxwyTgJphgglMLmyTgPjg2Ag1M+KyGTcMH2DycJnxWw9rx2Rgf3AQTTDDBccMmaXATTDDBBMcKows4Ino1ET1CRBeJ6N6RcPgpEX2XiB4gom/re9cT0VeJ6If6+2lrxuFDRHSJiC6495biQALvVZo9RES3nxA+byOiXyidHiCiO921tyg+jxDRq9aAz7OJ6BtE9DARfY+I3qTvj0KjFfiMQiMi2iai+4noQcXn7fr+zUR0n9LnU0S0pe/P9e+Lev2PjxOfq+D0YSL6iaPRbfr+8c+ZT0w96R8AEcCPANwCYAvAgwBuHQGPnwK4oXnvXQDu1df3AnjnmnF4KYDbAVy4Gg4A7gTwZUgu94sB3HdC+LwNwN8u+eytOndzADfrnMZjxucmALfr63MAfqDjjkKjFfiMQiN9zrP6egbgPn3uTwO4R9//AIC/0devB/ABfX0PgE+tgYeOwunDAO5e8vljn7OxNbgXAbjIzD9m5gMAnwRw18g4GdwF4CP6+iMAXrvOwZj5XwH8+rfE4S4A/8IC/wbgOiK66QTwOQruAvBJZt5n5p8AuAiZ2+PE5zFm/nd9fQXAwwCeiZFotAKfo2CtNNLnfFL/nOkPA3gZgM/q+y19jG6fBfByIldKsV6cjoJjn7OxBdwzAfyn+/vnWM0k6wIG8BUi+g4R/bW+9wxmfgwQZgZw4wh4HYXDmHR7o5oPH3Jm+4nio+bUn0E0gtFp1OADjEQjIopE9ACASwC+CtESLzOz1TP5MTM+ev1xAH90nPgsw4mZjUbvUBr9AxHNW5yW4Pv/grEF3LIdY4yw7kuY+XYArwHwBiJ66Qg4/C4wFt3eD+C5AG4D8BiAd580PkR0FsDnALyZmZ9Y9dGTwGkJPqPRiJkHZr4NwLMg2uELVox5IvRpcSKiPwHwFgDPB/BCANcD+Lt14TS2gPs5gGe7v58F4NGTRoKZH9XflwB8AcIcvzT1WH9fOmm8VuAwCt2Y+ZfKsAnAP6KYWCeCDxHNIMLk48z8eX17NBotw2dsGikOlwF8E+LHuo6IrGuQHzPjo9fP47d3Sfw+OL1azXtm5n0A/4w10mhsAfctAM/TSM8WxNn5pZNEgIjOENE5ew3glQAuKB6v04+9DsAXTxIvhaNw+BKAv9So04sBPG5m2jqh8Yf8BYROhs89Gpm7GcDzANx/zGMTgH8C8DAzv8ddGoVGR+EzFo2I6OlEdJ2+3gHwCohf8BsA7taPtfQxut0N4Ousnv414/R9tyERxCfoaXS8c3bckZPf9QcSOfkBxF/w1hHGvwUS3XoQwPcMB4g/4msAfqi/r18zHp+AmDQLyE72V0fhAFHl36c0+y6AO04In4/qeA8pM97kPv9WxecRAK9ZAz5/DjFXHgLwgP7cORaNVuAzCo0A/CmA/9BxLwD4e8ff90OCGp8BMNf3t/Xvi3r9ljXM2VE4fV1pdAHAx1Aircc+Z1MlwwQTTHBqYWwTdYIJJphgbTAJuAkmmODUwiTgJphgglMLk4CbYIIJTi1MAm6CCSY4tTAJuAkmmODUwiTgJphgglMLk4CbYIIJTi38H9Fy9BUJJZdCAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import cv2\n",
    "from matplotlib import pyplot as plt\n",
    "image = cv2.imread(\"file/000040d66f14ced4cdd18cd95d91800f.png\")\n",
    "image = cv2.cvtColor(image, cv2.COLOR_BGR2RGB)\n",
    "plt.imshow(image)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x21fbe92d198>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from albumentations import Compose, Normalize\n",
    "compose = Compose([Normalize(\n",
    "                mean=[0.485, 0.456, 0.406],\n",
    "                std=[0.229, 0.224, 0.225],\n",
    "            )])  # 缩放大小为100*100\n",
    "image = compose(image=image)['image']\n",
    "plt.imshow(image)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 转换为pytorch.tensor类型"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'numpy.ndarray'>\n"
     ]
    }
   ],
   "source": [
    "import cv2\n",
    "from matplotlib import pyplot as plt\n",
    "image = cv2.imread(\"file/000040d66f14ced4cdd18cd95d91800f.png\")\n",
    "image = cv2.cvtColor(image, cv2.COLOR_BGR2RGB)\n",
    "print (type(image))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'torch.Tensor'>\n"
     ]
    }
   ],
   "source": [
    "from albumentations import Compose\n",
    "from albumentations.pytorch import ToTensorV2\n",
    "compose = Compose([ToTensorV2()])   # conda install Cython\n",
    "image = compose(image=image)['image']\n",
    "print (type(image))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
